diff --git a/JS_References.bib b/JS_References.bib
new file mode 100644
index 0000000..3d5040f
--- /dev/null
+++ b/JS_References.bib
@@ -0,0 +1,758 @@
+% This file was created with JabRef 2.10.
+% Encoding: Cp1252
+
+
+@InProceedings{Abb07,
+ Title = {Finding the best mismatched detector for channel coding and hypothesis testing},
+ Author = {Abbe, E. and Medard, M. and Meyn, S. and Lizhong Zheng},
+ Booktitle = {Inf. Theory Apps. Workshop},
+ Year = {2007},
+ Month = {Jan.},
+
+ Doi = {10.1109/ITA.2007.4357593},
+ Keywords = {Newton-Raphson method;approximation theory;channel capacity;channel coding;signal detection;stochastic processes;Newton-Raphson method;best mismatched detector;channel coding;hypothesis testing;signal constellation design;stochastic approximation;Algorithm design and analysis;Approximation algorithms;Channel coding;Constellation diagram;Detectors;Newton method;Robustness;Signal design;Stochastic processes;Testing}
+}
+
+@Unpublished{Adc13,
+ Title = {Breaking the coherence barrier: A new theory for compressed sensing},
+ Author = {Ben Adcock and Anders C. Hansen and Clarice Poon and Bogdan Roman},
+ Note = {http://arxiv.org/abs/1302.0561},
+
+ Month = {Feb.},
+ Year = {2013},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.18}
+}
+
+@Unpublished{Aks13,
+ Title = {Sparse Signal Processing with Linear and Non-Linear Observations: A Unified {S}hannon Theoretic Approach},
+ Author = {Cem Aksoylar and George Atia and Venkatesh Saligrama},
+ Note = {http://arxiv.org/abs/1304.0682},
+
+ Month = {April},
+ Year = {2013},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.21}
+}
+
+@Unpublished{Ame14,
+ Title = {Living on the edge: Phase transitions in convex programs with random data},
+ Author = {Dennis Amelunxen and Martin Lotz and Michael B. McCoy and Joel A. Tropp},
+ Note = {http://arxiv.org/abs/1303.6672},
+
+ Month = {March},
+ Year = {2013},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.17}
+}
+
+@Article{Ati12,
+ Title = {Boolean Compressed Sensing and Noisy Group Testing},
+ Author = {Atia, G.K. and Saligrama, V.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2012},
+
+ Month = {March},
+ Number = {3},
+ Pages = {1880-1901},
+ Volume = {58},
+
+ ISSN = {0018-9448}
+}
+
+@Article{Bar10,
+ Title = {Model-Based Compressive Sensing},
+ Author = {Baraniuk, R.G. and Cevher, V. and Duarte, M.F. and Hegde, C.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2010},
+
+ Month = {April},
+ Number = {4},
+ Pages = {1982-2001},
+ Volume = {56},
+
+ ISSN = {0018-9448}
+}
+
+@InProceedings{Bar11,
+ Title = {Universal {MAP} estimation in compressed sensing},
+ Author = {Baron, D. and Duarte, M.F.},
+ Booktitle = {Allerton Conf. on Comm., Control and Comp.},
+ Year = {2011},
+ Month = {Sept.},
+ Pages = {768-775}
+}
+
+@Article{Ben13,
+ Title = {Representation Learning: A Review and New Perspectives},
+ Author = {Bengio, Y. and Courville, A and Vincent, P.},
+ Journal = {IEEE Trans. Patt. Analysis and Mach. Intel.},
+ Year = {2013},
+
+ Month = {Aug.},
+ Number = {8},
+ Pages = {1798-1828},
+ Volume = {35},
+
+ Doi = {10.1109/TPAMI.2013.50},
+ ISSN = {0162-8828}
+}
+
+@Article{Blu13,
+ Title = {Compressed Sensing With Nonlinear Observations and Related Nonlinear Optimization Problems},
+ Author = {Blumensath, T.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2013},
+
+ Month = {June},
+ Number = {6},
+ Pages = {3466-3474},
+ Volume = {59},
+
+ ISSN = {0018-9448}
+}
+
+@InProceedings{Bou08,
+ Title = {1-Bit compressive sensing},
+ Author = {Boufounos, P.T. and Baraniuk, R.G.},
+ Booktitle = {Conf. on Inf. Sci. and Sys.},
+ Year = {2008},
+ Month = {March}
+}
+
+@Unpublished{Bru14,
+ Title = {Time-data tradeoffs by smoothing},
+ Author = {J. Bruer and S. J. Becker and V. Cevher and J. A. Tropp},
+ Note = {\emph{Conf. on Neur. Inf. Proc. Sys.}, to appear},
+ Year = {2014},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.29}
+}
+
+@InCollection{Cev09,
+ Title = {Sparse Signal Recovery Using {M}arkov Random Fields},
+ Author = {Cevher, Volkan and Marco F. Duarte and Chinmay Hegde and Baraniuk, Richard},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2009},
+ Pages = {257-264}
+}
+
+@InCollection{Cev08,
+ Title = {Compressive Sensing for Background Subtraction},
+ Author = {Cevher, Volkan and Sankaranarayanan, Aswin and Duarte, Marco F. and Reddy, Dikpal and Baraniuk, Richard G. and Chellappa, Rama},
+ Booktitle = {Computer Vision ECCV},
+ Publisher = {Springer Berlin Heidelberg},
+ Year = {2008},
+ Pages = {155-168},
+ Volume = {5303},
+
+ ISBN = {978-3-540-88685-3},
+ Language = {English}
+}
+
+@Article{Cha13,
+ Title = {Computational and statistical tradeoffs via convex relaxation},
+ Author = {Chandrasekaran, Venkat and Jordan, Michael I.},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2013},
+ Number = {13},
+ Pages = {E1181-E1190},
+ Volume = {110},
+
+ Eprint = {http://www.pnas.org/content/110/13/E1181.full.pdf+html}
+}
+
+@Article{Chi11,
+ Title = {Sensitivity to Basis Mismatch in Compressed Sensing},
+ Author = {Yuejie Chi and Scharf, L.L. and Pezeshki, A and Calderbank, AR.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2011},
+
+ Month = {May},
+ Number = {5},
+ Pages = {2182-2195},
+ Volume = {59},
+
+ ISSN = {1053-587X}
+}
+
+@Book{Cov01,
+ Title = {Elements of Information Theory},
+ Author = {Thomas M Cover and Joy A Thomas},
+ Publisher = {John Wiley \& Sons, Inc.},
+ Year = {2001},
+
+ Booktitle = {Elements of Information Theory},
+ ISBN = {9780471200611}
+}
+
+@Article{Dim12,
+ Title = {{LDPC} Codes for Compressed Sensing},
+ Author = {Dimakis, AG. and Smarandache, R. and Vontobel, P.O.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2012},
+
+ Month = {May},
+ Number = {5},
+ Pages = {3093-3114},
+ Volume = {58},
+
+ ISSN = {0018-9448}
+}
+
+@Article{Don11,
+ Title = {The Noise-Sensitivity Phase Transition in Compressed Sensing},
+ Author = {Donoho, D.L. and Maleki, A and Montanari, A},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2011},
+
+ Month = {Oct.},
+ Number = {10},
+ Pages = {6920-6941},
+ Volume = {57},
+
+ ISSN = {0018-9448}
+}
+
+@Article{Don09,
+ Title = {Message Passing Algorithms for Compressed Sensing},
+ Author = {David L. Donoho and Arian Maleki and Andrea Montanari},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2009},
+
+ Month = {Sept.},
+ Pages = {18914-18919},
+ Volume = {106},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.29}
+}
+
+@Article{Fei54,
+ Title = {A new basic theorem of information theory},
+ Author = {Feinstein, A.},
+ Journal = {IRE Prof. Group. on Inf. Theory},
+ Year = {1954},
+
+ Month = {Sept.},
+ Number = {4},
+ Pages = {2-22},
+ Volume = {4}
+}
+
+@Book{Fou13,
+ Title = {A Mathematical Introduction to Compressive Sensing},
+ Author = {Simon Foucart and Holger Rauhut},
+ Publisher = {Springer New York},
+ Year = {2013},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.28}
+}
+
+@Book{Han03,
+ Title = {Information-Spectrum Methods in Information Theory},
+ Author = {Han, T. S.},
+ Publisher = {Springer},
+ Year = {2003},
+
+ ISBN = {9783540435815},
+ Lccn = {02032398}
+}
+
+@Unpublished{Jal13,
+ Title = {From compression to compressed sensing},
+ Author = {Shirin Jalali and Arian Maleki},
+ Note = {http://arxiv.org/abs/1212.4210},
+
+ Month = {Dec.},
+ Year = {2012},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.30}
+}
+
+@Article{Jal14a,
+ Title = {Minimum Complexity Pursuit for Universal Compressed Sensing},
+ Author = {Jalali, S. and Maleki, A and Baraniuk, R.G.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2014},
+
+ Month = {April},
+ Number = {4},
+ Pages = {2253-2268},
+ Volume = {60},
+
+ ISSN = {0018-9448}
+}
+
+@Unpublished{Jal14b,
+ Title = {Universal Compressed Sensing of {M}arkov Sources},
+ Author = {Shirin Jalali and H. Vincent Poor},
+ Note = {http://arxiv.org/abs/1406.7807},
+
+ Month = {June},
+ Year = {2014},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.30}
+}
+
+@Unpublished{Li14,
+ Title = {Sparsistency of $\ell_1$-Regularized $M$-Estimators},
+ Author = {Li, Yen-Huan and Ravikumar, Pradeep and Cevher, Volkan},
+ Note = {http://infoscience.epfl.ch/record/199452},
+ Year = {2014},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.29}
+}
+
+@InCollection{Lop11,
+ Title = {Content-based Recommender Systems: State of the Art and Trends},
+ Author = {Pasquale Lops and Marco de Gemmis and Giovanni Semeraro},
+ Booktitle = {Recommender Systems Handbook},
+ Publisher = {Springer US},
+ Year = {2011},
+
+ ISBN = {978-0-387-85819-7},
+ Language = {English}
+}
+
+@Article{Man01,
+ Title = {Estimating log models: To transform or not to transform?},
+ Author = {Willard G Manning and John Mullahy},
+ Journal = {Journal of Health Economics },
+ Year = {2001},
+
+ Month = {July},
+ Number = {4},
+ Pages = {461-494},
+ Volume = {20},
+
+ ISSN = {0167-6296}
+}
+
+@Article{Naz07,
+ Title = {Computation Over Multiple-Access Channels},
+ Author = {Nazer, B. and Gastpar, M.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2007},
+
+ Month = {Oct.},
+ Number = {10},
+ Pages = {3498-3516},
+ Volume = {53},
+
+ ISSN = {0018-9448}
+}
+
+@Article{Nes05,
+ Title = {Smooth minimization of non-smooth functions},
+ Author = {Nesterov, Yu.},
+ Journal = {Mathematical Programming},
+ Year = {2005},
+ Number = {1},
+ Pages = {127-152},
+ Volume = {103},
+
+ ISSN = {0025-5610},
+ Language = {English},
+ Publisher = {Springer-Verlag}
+}
+
+@Article{Nes05a,
+ Title = {Excessive Gap Technique in Nonsmooth Convex Minimization},
+ Author = {Nesterov, Y.},
+ Journal = {SIAM Journal on Optimization},
+ Year = {2005},
+ Number = {1},
+ Pages = {235-249},
+ Volume = {16},
+
+ Eprint = { http://dx.doi.org/10.1137/S1052623403422285 }
+}
+
+@InProceedings{Par11,
+ Title = {Compressive sensing under matrix uncertainties: An Approximate Message Passing approach},
+ Author = {Parker, J.T. and Cevher, V. and Schniter, P.},
+ Booktitle = {45th Asilomar Conf. on Sig., Sys. and Comp.},
+ Year = {2011},
+ Month = {Nov.},
+ Pages = {804-808},
+
+ ISSN = {1058-6393}
+}
+
+@Article{Pol10,
+ Title = {Channel Coding Rate in the Finite Blocklength Regime},
+ Author = {Yury Polyanskiy and Vincent Poor and Sergio Verd\'{u}},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2010},
+
+ Month = {May},
+ Number = {5},
+ Pages = {2307-2359},
+ Volume = {56},
+
+ Owner = {jms265},
+ Timestamp = {2011.12.09}
+}
+
+@Article{Rag10,
+ Title = {Compressed Sensing Performance Bounds Under {P}oisson Noise},
+ Author = {Raginsky, M. and Willett, R.M. and Harmany, Z.T. and Marcia, R.F.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2010},
+
+ Month = {Aug.},
+ Number = {8},
+ Pages = {3990-4002},
+ Volume = {58},
+
+ ISSN = {1053-587X}
+}
+
+@InProceedings{Ran11,
+ Title = {Generalized approximate message passing for estimation with random linear mixing},
+ Author = {Rangan, S.},
+ Booktitle = {IEEE Int. Symp. Inf. Theory},
+ Year = {2011},
+ Month = {July},
+
+ ISSN = {2157-8095}
+}
+
+@Book{Ric08,
+ Title = {Modern Coding Theory},
+ Author = {Tom Richardson and R\"udiger Urbanke},
+ Publisher = {Cambridge University Press},
+ Year = {2008},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.29}
+}
+
+@InProceedings{Sar06,
+ Title = {Measurements versus bits: Compressed sensing meets information theory},
+ Author = {S. Sarvotham and D. Baron and R. G. Baraniuk},
+ Booktitle = {Allerton Conf. on Comm., Control and Comp.},
+ Year = {2006},
+ Month = {Sept.},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.30}
+}
+
+@PhdThesis{ScaThesis,
+ Title = {Reliable Communication Under Mismatched Decodingg},
+ Author = {Jonathan Scarlett},
+ School = {University of Cambridge},
+ Year = {2014},
+ Note = {http://itc.upf.edu/biblio/1061},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.22}
+}
+
+@Unpublished{Sca13d,
+ Title = {On the Dispersions of the {G}el'fand-{P}insker Channel and Dirty Paper Coding},
+ Author = {J. Scarlett},
+ Note = {Submitted to \emph{IEEE Trans. Inf. Theory}, http://arxiv.org/abs/1309.6200},
+
+ Month = {Nov.},
+ Year = {2013},
+
+ Owner = {Jono},
+ Timestamp = {2013.09.22}
+}
+
+@Unpublished{Sca15,
+ Title = {Limits on Support Recovery with Probabilistic Models: An Information-Theoretic Framework},
+ Author = {Jonathan Scarlett and Volkan Cevher},
+ Note = {http://infoscience.epfl.ch/record/204670},
+ Year = {2015},
+
+ Owner = {jmscarlett},
+ Timestamp = {2015.01.19}
+}
+
+@Article{Sca13b,
+ Title = {Compressed Sensing With Prior Information: Information-Theoretic Limits and Practical Decoders},
+ Author = {Scarlett, J. and Evans, J.S. and Dey, S.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2013},
+
+ Month = {Jan.},
+ Number = {2},
+ Pages = {427-439},
+ Volume = {61},
+
+ ISSN = {1053-587X}
+}
+
+@Article{Sca14a,
+ Title = {Mismatched Decoding: Error Exponents, Second-Order Rates and Saddlepoint Approximations},
+ Author = {Jonathan Scarlett and Alfonso Martinez and Albert {Guill{\'e}n i F\`{a}bregas}},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2014},
+
+ Month = {May},
+ Number = {5},
+ Pages = {2647-2666},
+ Volume = {60},
+
+ Owner = {Jono},
+ Timestamp = {2012.12.10}
+}
+
+@Unpublished{Sca14c,
+ Title = {Second-Order Rate Region of Constant-Composition Codes for the Multiple-Access Channel},
+ Author = {Jonathan Scarlett and Alfonso Martinez and Albert {Guill{\'e}n i F\`{a}bregas}},
+ Note = {Submitted to \emph{IEEE Trans. Inf. Theory}, http://arxiv.org/abs/1303.6167},
+
+ Month = {June},
+ Year = {2014},
+
+ Owner = {Jono},
+ Timestamp = {2012.12.10}
+}
+
+@Unpublished{Sca13a,
+ Title = {Multiuser coding techniques for mismatched decoding},
+ Author = {Jonathan Scarlett and Alfonso Martinez and Albert {Guill{\'e}n i F\`{a}bregas}},
+ Note = {Submitted to \emph{IEEE Trans. Inf. Theory}, http://arxiv.org/abs/1311.6635},
+
+ Month = {Nov.},
+ Year = {2013},
+
+ Owner = {Jono},
+ Timestamp = {2012.12.10}
+}
+
+@Conference{Sca13c,
+ Title = {Cost-Constrained Random Coding and Applications},
+ Author = {Jonathan Scarlett and Alfonso Martinez and Albert {Guill\'{e}n i F\`{a}bregas}},
+ Booktitle = {Inf. Theory and Apps. Workshop},
+ Year = {2013},
+
+ Address = {San Diego, CA},
+ Month = {Feb.},
+
+ Owner = {Jono},
+ Timestamp = {2012.11.20}
+}
+
+@Article{Sca14b,
+ Title = {Expurgated Random-Coding Ensembles: Exponents, Refinements and Connections},
+ Author = {Jonathan Scarlett and Li Peng and Neri Merhav and Alfonso Martinez and Albert {Guill\'{e}n i F\`{a}bregas}},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2014},
+
+ Month = {Aug.},
+ Number = {8},
+ Pages = {4449-4462},
+ Volume = {60},
+
+ Owner = {Jono},
+ Timestamp = {2013.05.05}
+}
+
+@Unpublished{Sca13e,
+ Title = {Second-Order Asymptotics for the {G}aussian {MAC} with Degraded Message Sets},
+ Author = {Jonathan Scarlett and Vincent Y. F. Tan},
+ Note = {Submitted to \emph{IEEE Trans. Inf. Theory} (revised Aug. 2014), http://arxiv.org/abs/1310.1197},
+
+ Month = {Oct.},
+ Year = {2013},
+
+ Owner = {jms265},
+ Timestamp = {2013.10.10}
+}
+
+@Article{Sha59,
+ Title = {Probability of error for optimal codes in a {G}aussian channel},
+ Author = {C. E. Shannon},
+ Journal = {Bell Syst. Tech. Journal},
+ Year = {1959},
+
+ Month = {May},
+ Number = {3},
+ Pages = {611-656},
+ Volume = {38}
+}
+
+@Article{Sha48,
+ Title = {A Mathematical Theory of Communication},
+ Author = {C. E. Shannon},
+ Journal = {Bell Syst. Tech. Journal},
+ Year = {1948},
+
+ Month = {July and Oct.},
+ Pages = {379-423},
+ Volume = {27},
+
+ Owner = {jms265},
+ Timestamp = {2012.03.26}
+}
+
+@Article{Tan14,
+ Title = {Strong Impossibility Results for Sparse Signal Processing},
+ Author = {Tan, V.Y.F. and Atia, G.K.},
+ Journal = {IEEE Sig. Proc. Letters},
+ Year = {2014},
+
+ Month = {March},
+ Number = {3},
+ Pages = {260-264},
+ Volume = {21},
+
+ ISSN = {1070-9908}
+}
+
+@Article{Tan05,
+ Title = {Approximate belief propagation, density evolution, and statistical neurodynamics for {CDMA} multiuser detection},
+ Author = {Tanaka, T. and Okada, M.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2005},
+
+ Month = {Feb.},
+ Number = {2},
+ Pages = {700-706},
+ Volume = {51},
+
+ ISSN = {0018-9448}
+}
+
+@Unpublished{Tra14,
+ Title = {A Primal-Dual Algorithmic Framework for Constrained Convex Minimization},
+ Author = {Quoc Tran-Dinh and Volkan Cevher},
+ Note = {http://arxiv.org/abs/1406.5403},
+
+ Month = {June},
+ Year = {2014},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.17}
+}
+
+@Unpublished{Tro14a,
+ Title = {Convex recovery of a structured signal from independent random linear measurements},
+ Author = {Joel A. Tropp},
+ Note = {http://arxiv.org/abs/1405.1102},
+
+ Month = {May},
+ Year = {2014},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.22}
+}
+
+@Article{Tro12,
+ Title = {User-Friendly Tail Bounds for Sums of Random Matrices},
+ Author = {Tropp, Joel A.},
+ Journal = {Foundations of Comp. Math.},
+ Year = {2012},
+ Number = {4},
+ Pages = {389-434},
+ Volume = {12},
+
+ ISSN = {1615-3375},
+ Language = {English},
+ Publisher = {Springer-Verlag}
+}
+
+@Article{Ver94,
+ Title = {A general formula for channel capacity},
+ Author = {Verd\'{u}, S. and Te Sun Han},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {1994},
+
+ Month = {July},
+ Number = {4},
+ Pages = {1147-1157},
+ Volume = {40},
+
+ ISSN = {0018-9448}
+}
+
+@Unpublished{Ver14,
+ Title = {Estimation in high dimensions: {A} geometric perspective},
+ Author = {Roman Vershynin},
+ Note = {http://arxiv.org/abs/1405.5103},
+
+ Month = {May},
+ Year = {2014},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.09.23}
+}
+
+@Article{Wai09,
+ Title = {Information-Theoretic Limits on Sparsity Recovery in the High-Dimensional and Noisy Setting},
+ Author = {Wainwright, M.J.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2009},
+
+ Month = {Dec.},
+ Number = {12},
+ Pages = {5728-5741},
+ Volume = {55},
+
+ ISSN = {0018-9448}
+}
+
+@Unpublished{Wan13,
+ Title = {Side information-aided compressed sensing reconstruction via approximate message passing},
+ Author = {Xing Wang and Jie Liang},
+ Note = {http://arxiv.org/abs/1311.0576},
+
+ Month = {Nov.},
+ Year = {2013},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.05}
+}
+
+@Article{Wu12,
+ Title = {Optimal Phase Transitions in Compressed Sensing},
+ Author = {Yihong Wu and Verd\'u, S.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2012},
+
+ Month = {Oct.},
+ Number = {10},
+ Pages = {6241-6263},
+ Volume = {58},
+
+ ISSN = {0018-9448}
+}
+
+@Article{Yan12,
+ Title = {Robustly Stable Signal Recovery in Compressed Sensing With Structured Matrix Perturbation},
+ Author = {Zai Yang and Cishen Zhang and Lihua Xie},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2012},
+
+ Month = {Sept.},
+ Number = {9},
+ Pages = {4658-4671},
+ Volume = {60},
+
+ ISSN = {1053-587X}
+}
+
+@comment{jabref-meta: selector_review:}
+
+@comment{jabref-meta: selector_publisher:}
+
+@comment{jabref-meta: selector_author:}
+
+@comment{jabref-meta: selector_journal:}
+
+@comment{jabref-meta: selector_keywords:}
+
diff --git a/bang.bib b/bang.bib
new file mode 100644
index 0000000..3978fd4
--- /dev/null
+++ b/bang.bib
@@ -0,0 +1,538 @@
+
+@book{livre1,
+ title={Convex analysis and monotone operator theory in Hilbert spaces},
+ author={Bauschke, Heinz H and Combettes, Patrick L},
+ volume={408},
+ year={2011},
+ publisher={Springer}
+}
+@article{combettes2005signal,
+ title={Signal recovery by proximal forward-backward splitting},
+ author={Combettes, Patrick L and Wajs, Val{\'e}rie R},
+ journal={Multiscale Modeling $\&$ Simulation},
+ volume={4},
+ number={4},
+ pages={1168--1200},
+ year={2005},
+ publisher={SIAM}
+}
+
+@article{Nes05,
+ title={Smooth minimization of non-smooth functions},
+ author={Nesterov, Yu},
+ journal={Math. Program.},
+ volume={103},
+ number={1},
+ pages={127--152},
+ year={2005},
+ publisher={SIAM}
+}
+
+@Article{Chambolle2011,
+author="Chambolle, Antonin
+and Pock, Thomas",
+title="A First-Order Primal-Dual Algorithm for Convex Problems with Applications to Imaging",
+journal="Journal of Mathematical Imaging and Vision",
+year="2011",
+month="May",
+day="01",
+volume="40",
+number="1",
+pages="120--145"
+}
+@Article{Combettes2012,
+author="Combettes, Patrick L.
+and Pesquet, Jean-Christophe",
+title="Primal-Dual Splitting Algorithm for Solving Inclusions with Mixtures of Composite, Lipschitzian, and Parallel-Sum Type Monotone Operators",
+journal="Set-Valued and Variational Analysis",
+year="2012",
+month="Jun",
+day="01",
+volume="20",
+number="2",
+pages="307--330"
+}
+
+@Article{Burer2005,
+author="Burer, Samuel
+and Monteiro, Renato D.C.",
+title="Local Minima and Convergence in Low-Rank Semidefinite Programming",
+journal="Mathematical Programming",
+year="2005",
+month="Jul",
+day="01",
+volume="103",
+number="3",
+pages="427--444"
+}
+
+@Article{Burer2003,
+author="Burer, Samuel
+and Monteiro, Renato D.C.",
+title="A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization",
+journal="Mathematical Programming",
+year="2003",
+month="Feb",
+day="01",
+volume="95",
+number="2",
+pages="329--357"
+}
+@article{park2016provable,
+ title={Provable Burer-Monteiro factorization for a class of norm-constrained matrix problems},
+ author={Park, Dohyung and Kyrillidis, Anastasios and Bhojanapalli, Srinadh and Caramanis, Constantine and Sanghavi, Sujay},
+ journal={arXiv preprint arXiv:1606.01316},
+ year={2016}
+}
+@inproceedings{bhojanapalli2016dropping,
+ title={Dropping convexity for faster semi-definite optimization},
+ author={Bhojanapalli, Srinadh and Kyrillidis, Anastasios and Sanghavi, Sujay},
+ booktitle={Conference on Learning Theory},
+ pages={530--582},
+ year={2016}
+}
+@article{chen2015fast,
+ title={Fast low-rank estimation by projected gradient descent: General statistical and algorithmic guarantees},
+ author={Chen, Yudong and Wainwright, Martin J},
+ journal={arXiv preprint arXiv:1509.03025},
+ year={2015}
+}
+@inproceedings{zhao2015nonconvex,
+ title={A nonconvex optimization framework for low rank matrix estimation},
+ author={Zhao, Tuo and Wang, Zhaoran and Liu, Han},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={559--567},
+ year={2015}
+}
+@inproceedings{jain2010guaranteed,
+ title={Guaranteed rank minimization via singular value projection},
+ author={Jain, Prateek and Meka, Raghu and Dhillon, Inderjit S},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={937--945},
+ year={2010}
+}
+@article{becker2013randomized,
+ title={Randomized low-memory singular value projection},
+ author={Becker, Stephen and Cevher, Volkan and Kyrillidis, Anastasios},
+ journal={arXiv preprint arXiv:1303.0167},
+ year={2013}
+}
+@inproceedings{yurtsever2015universal,
+ title={A universal primal-dual convex optimization framework},
+ author={Yurtsever, Alp and Dinh, Quoc Tran and Cevher, Volkan},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={3150--3158},
+ year={2015}
+}
+@article{tran2018smooth,
+ title={A smooth primal-dual optimization framework for nonsmooth composite convex minimization},
+ author={Tran-Dinh, Quoc and Fercoq, Olivier and Cevher, Volkan},
+ journal={SIAM Journal on Optimization},
+ volume={28},
+ number={1},
+ pages={96--134},
+ year={2018},
+ publisher={SIAM}
+}
+@inproceedings{boumal2016non,
+ title={The non-convex Burer-Monteiro approach works on smooth semidefinite programs},
+ author={Boumal, Nicolas and Voroninski, Vlad and Bandeira, Afonso},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={2757--2765},
+ year={2016}
+}
+@article{boumal2016global,
+ title={Global rates of convergence for nonconvex optimization on manifolds},
+ author={Boumal, Nicolas and Absil, P-A and Cartis, Coralia},
+ journal={arXiv preprint arXiv:1605.08101},
+ year={2016}
+}
+@article{Lan16,
+ title={Mini-batch stochastic approximation methods for nonconvex stochastic composite optimization},
+ author={S. Ghadimi,G. Lan, H. Xhang},
+ journal={ Math. Program., Ser. A},
+ volume = {155},
+ pages = {267--305},
+ year={2016}
+}
+@Article{Hare2009,
+ title={Computing proximal points of nonconvex functions},
+ author={Hare, Warren and Sagastiz{\'a}bal, Claudia},
+ journal={Mathematical Programming},
+ year={2009},
+ volume={116},
+ number={1},
+ pages={221--258}
+}
+@book{arrow2012studies,
+ title={Studies in Linear and Non-Linear Programming: Stanford Mathematical Studies in the Social Sciences},
+ author={Arrow, K.J. and Hurwicz, L. and Uzawa, H.},
+ number={no. 2},
+ isbn={9781258450144},
+ url={https://books.google.ch/books?id=cuJnMQEACAAJ},
+ year={2012},
+ publisher={Literary Licensing, LLC}
+}
+@article{chambolle_pock_2016, title={An introduction to continuous optimization for imaging}, volume={25}, DOI={10.1017/S096249291600009X}, journal={Acta Numerica}, publisher={Cambridge University Press}, author={Chambolle, Antonin and Pock, Thomas}, year={2016}, pages={161--319}
+}
+@article{huang2018mini,
+ title={Mini-Batch Stochastic ADMMs for Nonconvex Nonsmooth Optimization},
+ author={Huang, Feihu and Chen, Songcan},
+ journal={arXiv preprint arXiv:1802.03284},
+ year={2018}
+}
+
+ @article{Valkonen14,
+ author={Tuomo Valkonen},
+ title={A primal-dual hybrid gradient method for nonlinear operators with applications to MRI},
+ journal={Inverse Problems},
+ volume={30},
+ number={5},
+ pages={055012},
+ url={http://stacks.iop.org/0266-5611/30/i=5/a=055012},
+ year={2014}
+ }
+@inproceedings{zhou2010stable,
+ title={Stable principal component pursuit},
+ author={Zhou, Zihan and Li, Xiaodong and Wright, John and Candes, Emmanuel and Ma, Yi},
+ booktitle={Information Theory Proceedings (ISIT), 2010 IEEE International Symposium on},
+ pages={1518--1522},
+ year={2010},
+ organization={IEEE}
+}
+@article{jain2017non,
+ title={Non-convex optimization for machine learning},
+ author={Jain, Prateek and Kar, Purushottam},
+ journal={Foundations and Trends{\textregistered} in Machine Learning},
+ volume={10},
+ number={3-4},
+ pages={142--336},
+ year={2017},
+ publisher={Now Publishers, Inc.}
+}
+@article{komodakis2015playing,
+ title={Playing with duality: An overview of recent primal-dual approaches for solving large-scale optimization problems},
+ author={Komodakis, Nikos and Pesquet, Jean-Christophe},
+ journal={IEEE Signal Processing Magazine},
+ volume={32},
+ number={6},
+ pages={31--54},
+ year={2015},
+ publisher={IEEE}
+}
+
+
+@article{mollenhoff2015primal,
+ title={The primal-dual hybrid gradient method for semiconvex splittings},
+ author={Mollenhoff, Thomas and Strekalovskiy, Evgeny and Moeller, Michael and Cremers, Daniel},
+ journal={SIAM Journal on Imaging Sciences},
+ volume={8},
+ number={2},
+ pages={827--857},
+ year={2015},
+ publisher={SIAM}
+}
+@article{artina2013linearly,
+ title={Linearly constrained nonsmooth and nonconvex minimization},
+ author={Artina, Marco and Fornasier, Massimo and Solombrino, Francesco},
+ journal={SIAM Journal on Optimization},
+ volume={23},
+ number={3},
+ pages={1904--1937},
+ year={2013},
+ publisher={SIAM}
+}
+@InProceedings{Matin17,
+ author="Benning, Martin
+ and Knoll, Florian
+ and Sch{\"o}nlieb, Carola-Bibiane
+ and Valkonen, Tuomo",
+ editor="Bociu, Lorena
+ and D{\'e}sid{\'e}ri, Jean-Antoine
+ and Habbal, Abderrahmane",
+ title="Preconditioned ADMM with Nonlinear Operator Constraint",
+ booktitle="System Modeling and Optimization",
+ year="2016",
+ publisher="Springer International Publishing",
+ address="Cham",
+ pages="117--126",
+ abstract="We are presenting a modification of the well-known Alternating Direction Method of Multipliers (ADMM) algorithm with additional preconditioning that aims at solving convex optimisation problems with nonlinear operator constraints. Connections to the recently developed Nonlinear Primal-Dual Hybrid Gradient Method (NL-PDHGM) are presented, and the algorithm is demonstrated to handle the nonlinear inverse problem of parallel Magnetic Resonance Imaging (MRI).",
+ isbn="978-3-319-55795-3"
+}
+@article{beck2012smoothing,
+ title={Smoothing and first order methods: A unified framework},
+ author={Beck, Amir and Teboulle, Marc},
+ journal={SIAM Journal on Optimization},
+ volume={22},
+ number={2},
+ pages={557--580},
+ year={2012},
+ publisher={SIAM}
+}
+@article{combettes2018monotone,
+ title={Monotone Operator Theory in Convex Optimization},
+ author={Combettes, Patrick L},
+ journal={arXiv preprint arXiv:1802.02694},
+ year={2018}
+}
+@inproceedings{lin2011linearized,
+ title={Linearized alternating direction method with adaptive penalty for low-rank representation},
+ author={Lin, Zhouchen and Liu, Risheng and Su, Zhixun},
+ booktitle={Advances in neural information processing systems},
+ pages={612--620},
+ year={2011}
+}
+@article{gabay1976dual,
+ title={A dual algorithm for the solution of nonlinear variational problems via finite element approximation},
+ author={Gabay, Daniel and Mercier, Bertrand},
+ journal={Computers and Mathematics with Applications},
+ volume={2},
+ number={1},
+ pages={17--40},
+ year={1976},
+ publisher={Elsevier}
+}
+@article{Gabay83,
+ title={Applications of the method of multipliers to variational inequalities},
+ author ={D. Gabay},
+ journal={ in: M. Fortin and R. Glowinski (eds.), Augmented Lagrangian Methods: Applications to the Solution of Boundary-Value Problems, North-Holland, Amsterdam},
+ year ={1983}
+}
+@article{banert2016fixing,
+ title={Fixing and extending some recent results on the ADMM algorithm},
+ author={Banert, Sebastian and Bot, Radu Ioan and Csetnek, Ern{\"o} Robert},
+ journal={arXiv preprint arXiv:1612.05057},
+ year={2016}
+}
+@article{shefi2014rate,
+ title={Rate of convergence analysis of decomposition methods based on the proximal method of multipliers for convex minimization},
+ author={Shefi, Ron and Teboulle, Marc},
+ journal={SIAM Journal on Optimization},
+ volume={24},
+ number={1},
+ pages={269--297},
+ year={2014},
+ publisher={SIAM}
+}
+@incollection{burachik2010deflected,
+ title={A deflected subgradient method using a general augmented Lagrangian duality with implications on penalty methods},
+ author={Burachik, Regina S and Kaya, C Yal{\c{c}}{\i}n},
+ booktitle={Variational Analysis and Generalized Differentiation in Optimization and Control},
+ pages={109--132},
+ year={2010},
+ publisher={Springer}
+}
+@article{gasimov2002augmented,
+ title={Augmented Lagrangian duality and nondifferentiable optimization methods in nonconvex programming},
+ author={Gasimov, Rafail N},
+ journal={Journal of Global Optimization},
+ volume={24},
+ number={2},
+ pages={187--203},
+ year={2002},
+ publisher={Springer}
+}
+@article{burachik2010primal,
+ title={A primal dual modified subgradient algorithm with sharp Lagrangian},
+ author={Burachik, Regina S and Iusem, Alfredo N and Melo, Jefferson G},
+ journal={Journal of Global Optimization},
+ volume={46},
+ number={3},
+ pages={347--361},
+ year={2010},
+ publisher={Springer}
+}
+@article{bauschke2017projecting,
+ title={Projecting onto the intersection of a cone and a sphere},
+ author={Bauschke, Heinz H and Bui, Minh N and Wang, Xianfu},
+ journal={arXiv preprint arXiv:1708.00585},
+ year={2017}
+}
+@article{shechtman2015phase,
+ title={Phase retrieval with application to optical imaging: a contemporary overview},
+ author={Shechtman, Yoav and Eldar, Yonina C and Cohen, Oren and Chapman, Henry Nicholas and Miao, Jianwei and Segev, Mordechai},
+ journal={IEEE signal processing magazine},
+ volume={32},
+ number={3},
+ pages={87--109},
+ year={2015},
+ publisher={IEEE}
+}
+@article{jiang2017robust,
+ title={Robust Phase Retrieval via ADMM with Outliers},
+ author={Jiang, Xue and So, Hing-Cheung and Liu, Xingzhao},
+ journal={arXiv preprint arXiv:1702.06157},
+ year={2017}
+}
+@article{bolte2014proximal,
+ title={Proximal alternating linearized minimization or nonconvex and nonsmooth problems},
+ author={Bolte, J{\'e}r{\^o}me and Sabach, Shoham and Teboulle, Marc},
+ journal={Mathematical Programming},
+ volume={146},
+ number={1-2},
+ pages={459--494},
+ year={2014},
+ publisher={Springer}
+}
+@article{birgin2016evaluation,
+ title={Evaluation complexity for nonlinear constrained optimization using unscaled KKT conditions and high-order models},
+ author={Birgin, Ernesto G and Gardenghi, JL and Mart{\'i}nez, Jos{\'e} Mario and Santos, SA and Toint, Ph L},
+ journal={SIAM Journal on Optimization},
+ volume={26},
+ number={2},
+ pages={951--967},
+ year={2016},
+ publisher={SIAM}
+}
+@article{rosasco2014convergence,
+ title={Convergence of stochastic proximal gradient algorithm},
+ author={Rosasco, Lorenzo and Villa, Silvia and V{\~u}, Bang C{\^o}ng},
+ journal={arXiv preprint arXiv:1403.5074},
+ year={2014}
+}
+@inproceedings{hu2009accelerated,
+ title={Accelerated gradient methods for stochastic optimization and online learning},
+ author={Hu, Chonghai and Pan, Weike and Kwok, James T},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={781--789},
+ year={2009}
+}
+@article{rosasco2017first,
+ title={A first-order stochastic primal-dual algorithm with correction step},
+ author={Rosasco, Lorenzo and Villa, Silvia and V{\~u}, B?ng C{\^o}ng},
+ journal={Numerical Functional Analysis and Optimization},
+ volume={38},
+ number={5},
+ pages={602--626},
+ year={2017},
+ publisher={Taylor \& Francis}
+}
+@article{combettes2015stochastic,
+ title={Stochastic quasi-Fej{\'e}r block-coordinate fixed point iterations with random sweeping},
+ author={Combettes, Patrick L and Pesquet, Jean-Christophe},
+ journal={SIAM Journal on Optimization},
+ volume={25},
+ number={2},
+ pages={1221--1248},
+ year={2015},
+ publisher={SIAM}
+}
+@article{vu2016almost,
+ title={Almost sure convergence of the forward--backward--forward splitting algorithm},
+ author={V{\~u}, B?ng C{\^o}ng},
+ journal={Optimization Letters},
+ volume={10},
+ number={4},
+ pages={781--803},
+ year={2016},
+ publisher={Springer}
+}
+@inproceedings{ouyang2013stochastic,
+ title={Stochastic alternating direction method of multipliers},
+ author={Ouyang, Hua and He, Niao and Tran, Long and Gray, Alexander},
+ booktitle={International Conference on Machine Learning},
+ pages={80--88},
+ year={2013}
+}
+@article{huang2018mini,
+ title={Mini-Batch Stochastic ADMMs for Nonconvex Nonsmooth Optimization},
+ author={Huang, Feihu and Chen, Songcan},
+ journal={arXiv preprint arXiv:1802.03284},
+ year={2018}
+}
+@inproceedings{palaniappan2016stochastic,
+ title={Stochastic variance reduction methods for saddle-point problems},
+ author={Palaniappan, Balamurugan and Bach, Francis},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={1416--1424},
+ year={2016}
+}
+@article{liang2004gradient,
+ title={A gradient search method to round the semidefinite programming relaxation solution for ad hoc wireless sensor network localization},
+ author={Liang, Tzu-Chen and Wang, Ta-Chung and Ye, Yinyu},
+ journal={Sanford University, formal report},
+ volume={5},
+ year={2004}
+}
+@article{tu2014practical,
+ title={Practical first order methods for large scale semidefinite programming},
+ author={Tu, Stephen and Wang, Jingyan},
+ year={2014}
+}
+@article{yang1998second,
+ title={Second-order global optimality conditions for convex composite optimization},
+ author={Yang, XQ},
+ journal={Mathematical Programming},
+ volume={81},
+ number={3},
+ pages={327--347},
+ year={1998},
+ publisher={Springer}
+}
+@article{burke1987second,
+ title={Second order necessary and sufficient conditions for convex composite NDO},
+ author={Burke, James V},
+ journal={Mathematical Programming},
+ volume={38},
+ number={3},
+ pages={287--302},
+ year={1987},
+ publisher={Springer}
+}
+@article{bolte2018nonconvex,
+ title={Nonconvex Lagrangian-based optimization: monitoring schemes and global convergence},
+ author={Bolte, J{\'e}r{\^o}me and Sabach, Shoham and Teboulle, Marc},
+ journal={Mathematics of Operations Research},
+ year={2018},
+ publisher={INFORMS}
+}
+@article{poliquin1998tilt,
+ title={Tilt stability of a local minimum},
+ author={Poliquin, RA and Rockafellar, R Tyrrell},
+ journal={SIAM Journal on Optimization},
+ volume={8},
+ number={2},
+ pages={287--299},
+ year={1998},
+ publisher={SIAM}
+}
+@article{gfrerer2015complete,
+ title={Complete characterizations of tilt stability in nonlinear programming under weakest qualification conditions},
+ author={Gfrerer, Helmut and Mordukhovich, Boris S},
+ journal={SIAM Journal on Optimization},
+ volume={25},
+ number={4},
+ pages={2081--2119},
+ year={2015},
+ publisher={SIAM}
+}
+@article{poliquin1996prox,
+ title={Prox-regular functions in variational analysis},
+ author={Poliquin, Ren{\'e} and Rockafellar, R},
+ journal={Transactions of the American Mathematical Society},
+ volume={348},
+ number={5},
+ pages={1805--1838},
+ year={1996}
+}
+@book{mordukhovich2006variational,
+ title={Variational analysis and generalized differentiation I: Basic theory},
+ author={Mordukhovich, Boris S},
+ volume={330},
+ year={2006},
+ publisher={Springer Science \& Business Media}
+}
+@book{rockafellar2009variational,
+ title={Variational analysis},
+ author={Rockafellar, R Tyrrell and Wets, Roger J-B},
+ volume={317},
+ year={2009},
+ publisher={Springer Science \& Business Media}
+}
+@book{luenberger1984linear,
+ title={Linear and nonlinear programming},
+ author={Luenberger, David G and Ye, Yinyu and others},
+ volume={2},
+ year={2007}, Third edition,
+ publisher={Springer}
+}
\ No newline at end of file
diff --git a/bang1.bib b/bang1.bib
new file mode 100644
index 0000000..aa95ad3
--- /dev/null
+++ b/bang1.bib
@@ -0,0 +1,252 @@
+
+@book{livre1,
+ title={Convex analysis and monotone operator theory in Hilbert spaces},
+ author={Bauschke, Heinz H and Combettes, Patrick L},
+ volume={408},
+ year={2011},
+ publisher={Springer}
+}
+
+
+@article{Nes05,
+ title={Smooth minimization of non-smooth functions},
+ author={Nesterov, Yu},
+ journal={Math. Program.},
+ volume={103},
+ number={1},
+ pages={127--152},
+ year={2005},
+ publisher={SIAM}
+}
+
+@Article{Chambolle2011,
+author="Chambolle, Antonin
+and Pock, Thomas",
+title="A First-Order Primal-Dual Algorithm for Convex Problems with Applications to Imaging",
+journal="Journal of Mathematical Imaging and Vision",
+year="2011",
+month="May",
+day="01",
+volume="40",
+number="1",
+pages="120--145"
+}
+@Article{Combettes2012,
+author="Combettes, Patrick L.
+and Pesquet, Jean-Christophe",
+title="Primal-Dual Splitting Algorithm for Solving Inclusions with Mixtures of Composite, Lipschitzian, and Parallel-Sum Type Monotone Operators",
+journal="Set-Valued and Variational Analysis",
+year="2012",
+month="Jun",
+day="01",
+volume="20",
+number="2",
+pages="307--330"
+}
+
+@Article{Burer2005,
+author="Burer, Samuel
+and Monteiro, Renato D.C.",
+title="Local Minima and Convergence in Low-Rank Semidefinite Programming",
+journal="Mathematical Programming",
+year="2005",
+month="Jul",
+day="01",
+volume="103",
+number="3",
+pages="427--444"
+}
+
+@Article{Burer2003,
+author="Burer, Samuel
+and Monteiro, Renato D.C.",
+title="A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization",
+journal="Mathematical Programming",
+year="2003",
+month="Feb",
+day="01",
+volume="95",
+number="2",
+pages="329--357"
+}
+@article{park2016provable,
+ title={Provable Burer-Monteiro factorization for a class of norm-constrained matrix problems},
+ author={Park, Dohyung and Kyrillidis, Anastasios and Bhojanapalli, Srinadh and Caramanis, Constantine and Sanghavi, Sujay},
+ journal={arXiv preprint arXiv:1606.01316},
+ year={2016}
+}
+@inproceedings{bhojanapalli2016dropping,
+ title={Dropping convexity for faster semi-definite optimization},
+ author={Bhojanapalli, Srinadh and Kyrillidis, Anastasios and Sanghavi, Sujay},
+ booktitle={Conference on Learning Theory},
+ pages={530--582},
+ year={2016}
+}
+@article{chen2015fast,
+ title={Fast low-rank estimation by projected gradient descent: General statistical and algorithmic guarantees},
+ author={Chen, Yudong and Wainwright, Martin J},
+ journal={arXiv preprint arXiv:1509.03025},
+ year={2015}
+}
+@inproceedings{zhao2015nonconvex,
+ title={A nonconvex optimization framework for low rank matrix estimation},
+ author={Zhao, Tuo and Wang, Zhaoran and Liu, Han},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={559--567},
+ year={2015}
+}
+@inproceedings{jain2010guaranteed,
+ title={Guaranteed rank minimization via singular value projection},
+ author={Jain, Prateek and Meka, Raghu and Dhillon, Inderjit S},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={937--945},
+ year={2010}
+}
+@article{becker2013randomized,
+ title={Randomized low-memory singular value projection},
+ author={Becker, Stephen and Cevher, Volkan and Kyrillidis, Anastasios},
+ journal={arXiv preprint arXiv:1303.0167},
+ year={2013}
+}
+@inproceedings{yurtsever2015universal,
+ title={A universal primal-dual convex optimization framework},
+ author={Yurtsever, Alp and Dinh, Quoc Tran and Cevher, Volkan},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={3150--3158},
+ year={2015}
+}
+@article{tran2018smooth,
+ title={A smooth primal-dual optimization framework for nonsmooth composite convex minimization},
+ author={Tran-Dinh, Quoc and Fercoq, Olivier and Cevher, Volkan},
+ journal={SIAM Journal on Optimization},
+ volume={28},
+ number={1},
+ pages={96--134},
+ year={2018},
+ publisher={SIAM}
+}
+@inproceedings{boumal2016non,
+ title={The non-convex Burer-Monteiro approach works on smooth semidefinite programs},
+ author={Boumal, Nicolas and Voroninski, Vlad and Bandeira, Afonso},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={2757--2765},
+ year={2016}
+}
+@article{boumal2016global,
+ title={Global rates of convergence for nonconvex optimization on manifolds},
+ author={Boumal, Nicolas and Absil, P-A and Cartis, Coralia},
+ journal={arXiv preprint arXiv:1605.08101},
+ year={2016}
+}
+@article{Lan16,
+ title={Mini-batch stochastic approximation methods for nonconvex stochastic composite optimization},
+ author={S. Ghadimi,G. Lan, H. Xhang},
+ journal={ Math. Program., Ser. A},
+ volume = {155},
+ pages = {267--305},
+ year={2016}
+}
+@Article{Hare2009,
+ title={Computing proximal points of nonconvex functions},
+ author={Hare, Warren and Sagastiz{\'a}bal, Claudia},
+ journal={Mathematical Programming},
+ year={2009},
+ volume={116},
+ number={1},
+ pages={221--258}
+}
+@book{arrow2012studies,
+ title={Studies in Linear and Non-Linear Programming: Stanford Mathematical Studies in the Social Sciences},
+ author={Arrow, K.J. and Hurwicz, L. and Uzawa, H.},
+ number={no. 2},
+ isbn={9781258450144},
+ url={https://books.google.ch/books?id=cuJnMQEACAAJ},
+ year={2012},
+ publisher={Literary Licensing, LLC}
+}
+@article{chambolle_pock_2016, title={An introduction to continuous optimization for imaging}, volume={25}, DOI={10.1017/S096249291600009X}, journal={Acta Numerica}, publisher={Cambridge University Press}, author={Chambolle, Antonin and Pock, Thomas}, year={2016}, pages={161--319}
+}
+@article{huang2018mini,
+ title={Mini-Batch Stochastic ADMMs for Nonconvex Nonsmooth Optimization},
+ author={Huang, Feihu and Chen, Songcan},
+ journal={arXiv preprint arXiv:1802.03284},
+ year={2018}
+}
+
+ @article{Valkonen14,
+ author={Tuomo Valkonen},
+ title={A primal-dual hybrid gradient method for nonlinear operators with applications to MRI},
+ journal={Inverse Problems},
+ volume={30},
+ number={5},
+ pages={055012},
+ url={http://stacks.iop.org/0266-5611/30/i=5/a=055012},
+ year={2014}
+ }
+@inproceedings{zhou2010stable,
+ title={Stable principal component pursuit},
+ author={Zhou, Zihan and Li, Xiaodong and Wright, John and Candes, Emmanuel and Ma, Yi},
+ booktitle={Information Theory Proceedings (ISIT), 2010 IEEE International Symposium on},
+ pages={1518--1522},
+ year={2010},
+ organization={IEEE}
+}
+@article{jain2017non,
+ title={Non-convex optimization for machine learning},
+ author={Jain, Prateek and Kar, Purushottam},
+ journal={Foundations and Trends{\textregistered} in Machine Learning},
+ volume={10},
+ number={3-4},
+ pages={142--336},
+ year={2017},
+ publisher={Now Publishers, Inc.}
+}
+@article{komodakis2015playing,
+ title={Playing with duality: An overview of recent primal? dual approaches for solving large-scale optimization problems},
+ author={Komodakis, Nikos and Pesquet, Jean-Christophe},
+ journal={IEEE Signal Processing Magazine},
+ volume={32},
+ number={6},
+ pages={31--54},
+ year={2015},
+ publisher={IEEE}
+}
+
+
+@article{mollenhoff2015primal,
+ title={The primal-dual hybrid gradient method for semiconvex splittings},
+ author={Mollenhoff, Thomas and Strekalovskiy, Evgeny and Moeller, Michael and Cremers, Daniel},
+ journal={SIAM Journal on Imaging Sciences},
+ volume={8},
+ number={2},
+ pages={827--857},
+ year={2015},
+ publisher={SIAM}
+}
+@article{artina2013linearly,
+ title={Linearly constrained nonsmooth and nonconvex minimization},
+ author={Artina, Marco and Fornasier, Massimo and Solombrino, Francesco},
+ journal={SIAM Journal on Optimization},
+ volume={23},
+ number={3},
+ pages={1904--1937},
+ year={2013},
+ publisher={SIAM}
+}
+@InProceedings{Matin17,
+ author="Benning, Martin
+ and Knoll, Florian
+ and Sch{\"o}nlieb, Carola-Bibiane
+ and Valkonen, Tuomo",
+ editor="Bociu, Lorena
+ and D{\'e}sid{\'e}ri, Jean-Antoine
+ and Habbal, Abderrahmane",
+ title="Preconditioned ADMM with Nonlinear Operator Constraint",
+ booktitle="System Modeling and Optimization",
+ year="2016",
+ publisher="Springer International Publishing",
+ address="Cham",
+ pages="117--126",
+ abstract="We are presenting a modification of the well-known Alternating Direction Method of Multipliers (ADMM) algorithm with additional preconditioning that aims at solving convex optimisation problems with nonlinear operator constraints. Connections to the recently developed Nonlinear Primal-Dual Hybrid Gradient Method (NL-PDHGM) are presented, and the algorithm is demonstrated to handle the nonlinear inverse problem of parallel Magnetic Resonance Imaging (MRI).",
+ isbn="978-3-319-55795-3"
+}
\ No newline at end of file
diff --git a/bibliography.bib b/bibliography.bib
new file mode 100644
index 0000000..2763c71
--- /dev/null
+++ b/bibliography.bib
@@ -0,0 +1,491 @@
+%% This BibTeX bibliography file was created using BibDesk.
+%% http://bibdesk.sourceforge.net/
+
+
+%% Created for Alp Yurtsever at 2018-02-08 22:09:35 +0100
+
+
+%% Saved with string encoding Unicode (UTF-8)
+
+
+
+@article{Jester1996,
+ Author = {Hamilton-Jester, C. L. and Li, C.-K.},
+ Date-Added = {2018-02-08 21:07:43 +0000},
+ Date-Modified = {2018-02-08 21:09:35 +0000},
+ Journal = {Rocky Mountain J. Math.},
+ Number = {4},
+ Pages = {1371--1383},
+ Title = {Extreme vectors of doubly nonnegative matrices},
+ Volume = {26},
+ Year = {1996}}
+
+@article{Liu2013,
+ Author = {Liu, J. and Musialski, P. and Wonka, P. and Ye, J.},
+ Date-Added = {2018-02-08 18:27:25 +0000},
+ Date-Modified = {2018-02-08 18:28:52 +0000},
+ Journal = {{IEEE} Trans. Pattern Anal. Mach. Intell},
+ Number = {1},
+ Pages = {208--230},
+ Title = {Tensor completion for estimating missing values in visual data},
+ Volume = {35},
+ Year = {2013}}
+
+@article{Zeng2018,
+ Author = {Zeng, W.-J. and So, H. C.},
+ Date-Added = {2018-02-08 18:24:12 +0000},
+ Date-Modified = {2018-02-08 18:26:12 +0000},
+ Journal = {{IEEE} Trans. on Sig. Process},
+ Number = {5},
+ Pages = {1125--1140},
+ Title = {Outlier--Robust Matrix Completion via $\ell_p$-Minimization},
+ Volume = {66},
+ Year = {2018}}
+
+@unpublished{Xu2017,
+ Author = {Xu, H.-K.},
+ Date-Added = {2018-02-07 09:45:36 +0000},
+ Date-Modified = {2018-02-07 09:46:20 +0000},
+ Note = {arXiv:1710.07367v1},
+ Title = {Convergence Analysis of the {F}rank--{W}olfe Algorithm and Its Generalization in {B}anach Spaces},
+ Year = {2017}}
+
+@conference{Dunner2016,
+ Author = {D\"unner, C. and Forte, S. and Tak\'ac, M. and Jaggi, M.},
+ Booktitle = {Proc. $33$rd Int. Conf. Machine Learning},
+ Date-Added = {2018-02-07 01:03:32 +0000},
+ Date-Modified = {2018-02-07 01:04:42 +0000},
+ Title = {Primal--Dual Rates and Certificates},
+ Year = {2016}}
+
+@unpublished{Lan2014,
+ Author = {G. Lan},
+ Date-Added = {2018-02-06 17:11:13 +0000},
+ Date-Modified = {2018-02-06 17:11:13 +0000},
+ Note = {arXiv:1309.5550v2},
+ Title = {The Complexity of Large--Scale Convex Programming under a Linear Optimization Oracle},
+ Year = {2014}}
+
+@article{Yang2015,
+ Author = {Yang, L. and Sun, D. and Toh, K-.C.},
+ Date-Added = {2018-01-16 21:00:53 +0000},
+ Date-Modified = {2018-01-16 21:04:16 +0000},
+ Journal = {Mathematical Programming Computation},
+ Number = {3},
+ Pages = {331-366},
+ Title = {{SDPNAL}+: A majorized semismooth {N}ewton--{CG} augmented {L}agrangian method for semidefinite programming with nonnegative constraints},
+ Volume = {7},
+ Year = {2015}}
+
+@webpage{MNIST,
+ Author = {LeCun, Y. and Cortes, C.},
+ Date-Added = {2018-01-16 20:36:46 +0000},
+ Date-Modified = {2018-01-16 20:44:36 +0000},
+ Month = {Accessed: Jan. 2016},
+ Title = {{MNIST} handwritten digit database},
+ Url = {http://yann.lecun.com/exdb/mnist/},
+ Bdsk-Url-1 = {http://yann.lecun.com/exdb/mnist/}}
+
+@article{Mixon2017,
+ Author = {Mixon, D. G. and Villar, S. and Ward, R.},
+ Date-Added = {2018-01-16 20:34:35 +0000},
+ Date-Modified = {2018-01-16 20:35:59 +0000},
+ Journal = {Information and Inference: A Journal of the IMA},
+ Number = {4},
+ Pages = {389--415},
+ Title = {Clustering subgaussian mixtures by semidefinite programming},
+ Volume = {6},
+ Year = {2017}}
+
+@book{VonNeumann1944,
+ Author = {Von Neumann, J. and Morgenstern, O.},
+ Date-Added = {2018-01-13 18:19:54 +0000},
+ Date-Modified = {2018-01-13 18:21:16 +0000},
+ Publisher = {Princeton press},
+ Title = {Theory of games and economic behavior},
+ Year = {1944}}
+
+@article{Taskar2006,
+ Author = {Taskar, B. and Lacoste-Julien, S. and Jordan, M.I.},
+ Date-Added = {2018-01-13 18:17:27 +0000},
+ Date-Modified = {2018-01-13 18:18:54 +0000},
+ Journal = {Journal of Machine Learning Research},
+ Title = {Structured prediction, dual extragradient and {B}regman projections},
+ Year = {2006}}
+
+@conference{richard2012estimation,
+ Author = {Richard, E. and Savalle, P.-A. and Vayatis, N.},
+ Booktitle = {Proceedings of the $29$th International Conference on Machine Learning},
+ Date-Modified = {2018-01-13 08:25:26 +0000},
+ Title = {Estimation of simultaneously sparse and low rank matrices},
+ Year = {2012}}
+
+@conference{yen2016convex,
+ Author = {Yen, I. E.-H. and Lin, X. and Zhang, J. and Ravikumar, P. and Dhillon, I. S.},
+ Booktitle = {Proceedings of the $33$rd International Conference on Machine Learning},
+ Date-Modified = {2018-01-16 20:33:23 +0000},
+ Title = {A convex atomic--norm approach to multiple sequence alignment and motif discovery},
+ Year = {2016}}
+
+@conference{JulienLacoste2015,
+ Author = {Lacoste-Julien, S. and Jaggi, M.},
+ Booktitle = {Advances in Neural Information Processing Systems 28},
+ Date-Added = {2018-01-01 05:03:16 +0000},
+ Date-Modified = {2018-01-01 05:13:35 +0000},
+ Title = {On the Global Linear Convergence of {F}rank-{W}olfe Optimization Variants},
+ Year = {2015}}
+
+@article{Guelat1986,
+ Author = {Gu\'elat, J. and Marcotte, P.},
+ Date-Added = {2018-01-01 05:00:46 +0000},
+ Date-Modified = {2018-01-01 05:01:56 +0000},
+ Journal = {Math. Program.},
+ Number = {1},
+ Pages = {110--119},
+ Title = {Some Comments on {W}olfe's `Away Step'},
+ Volume = {35},
+ Year = {1986}}
+
+@article{Beck2004,
+ Author = {Beck, A.},
+ Date-Added = {2018-01-01 04:58:40 +0000},
+ Date-Modified = {2018-01-01 04:59:53 +0000},
+ Journal = {Mathematical Methods of Operations Research},
+ Number = {2},
+ Pages = {235--247},
+ Title = {A Conditional Gradient Method with Linear Rate of Convergence for Solving Convex Linear Systems},
+ Volume = {59},
+ Year = {2004}}
+
+@conference{Garber2015,
+ Author = {Garber, D. and Hazan, E.},
+ Booktitle = {Proceedings of the $32$nd International Conference on Machine Learning},
+ Date-Added = {2018-01-01 04:56:22 +0000},
+ Date-Modified = {2018-01-01 04:57:29 +0000},
+ Title = {Faster Rates for the {F}rank-{W}olfe Method over Strongly-Convex Sets},
+ Year = {2015}}
+
+@conference{Alacaoglu2017,
+ Author = {Alacaoglu, A. and Tran--Dinh, Q. and Fercoq, O. and Cevher, V.},
+ Booktitle = {Advances in Neural Information Processing Systems 30},
+ Date-Added = {2017-12-30 16:03:02 +0000},
+ Date-Modified = {2017-12-30 16:04:19 +0000},
+ Title = {Smooth Primal-Dual Coordinate Descent Algorithms for Nonsmooth Convex Optimization},
+ Year = {2017}}
+
+@article{Nesterov2005,
+ Author = {Nesterov, Y.},
+ Date-Added = {2017-12-30 12:02:55 +0000},
+ Date-Modified = {2017-12-30 12:04:01 +0000},
+ Journal = {Math. Program.},
+ Pages = {127--152},
+ Title = {Smooth Minimization of Non-smooth Functions},
+ Volume = {103},
+ Year = {2005}}
+
+@conference{Odor2016,
+ Author = {Odor, G. and Li, Y.-H. and Yurtsever, A. and Hsieh, Y.-P. and Tran--Dinh, Q. and El~Halabi, M. and Cevher, V.},
+ Booktitle = {$41$st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
+ Date-Added = {2017-12-30 02:13:12 +0000},
+ Date-Modified = {2017-12-30 02:16:37 +0000},
+ Title = {{F}rank-{W}olfe Works for Non-Lipschitz Continuous Gradient Objectives: Scalable Poisson Phase Retrieval},
+ Year = {2016}}
+
+@article{Nesterov2017,
+ Author = {Nesterov, Y.},
+ Date-Added = {2017-12-30 02:09:57 +0000},
+ Date-Modified = {2017-12-30 02:11:15 +0000},
+ Journal = {Math. Program.},
+ Title = {Complexity Bounds for Primal-Dual Methods Minimizing the Model of Objective Function},
+ Year = {2017}}
+
+@conference{Gidel2017,
+ Author = {Gidel, G. and Jebara, T. and Lacoste-Julien, S.},
+ Booktitle = {Proceedings of the $20$th International Conference on Artificial Intelligence and Statistics (AISTATS)},
+ Date-Added = {2017-12-30 02:00:44 +0000},
+ Date-Modified = {2017-12-30 02:02:14 +0000},
+ Title = {{F}rank-{Wolfe} Algorithms for Saddle Point Problems},
+ Year = {2017}}
+
+@conference{Hazan2008,
+ Author = {Hazan, E.},
+ Booktitle = {LATIN'08 Proceedings of the 8th Latin American conference on Theoretical informatics},
+ Date-Added = {2017-12-30 00:44:16 +0000},
+ Date-Modified = {2017-12-30 00:45:27 +0000},
+ Pages = {306--316},
+ Title = {Sparse Approximate Solutions to Semidefinite Programs},
+ Year = {2008}}
+
+@article{Clarkson2010,
+ Author = {Clarkson, K. L.},
+ Date-Added = {2017-12-30 00:41:25 +0000},
+ Date-Modified = {2017-12-30 00:42:16 +0000},
+ Journal = {ACM Transactions on Algorithms (TALG)},
+ Number = {4},
+ Title = {Coresets, Sparse Greedy Approximation, and the {F}rank-{W}olfe Algorithm},
+ Volume = {6},
+ Year = {2010}}
+
+@article{Nesterov1983,
+ Author = {Nesterov, Y.},
+ Date-Added = {2017-12-30 00:34:10 +0000},
+ Date-Modified = {2017-12-30 00:35:19 +0000},
+ Journal = {Soviet Mathematics Doklady},
+ Number = {2},
+ Pages = {372--376},
+ Title = {A Method of Solving a Convex Programming Problem with Convergence Rate {$O( 1 / k^2 )$}},
+ Volume = {27},
+ Year = {1987}}
+
+@conference{Hazan2016,
+ Author = {Hazan, E. and Luo, H.},
+ Booktitle = {Proceedings of the $33$rd International Conference on Machine Learning},
+ Date-Added = {2017-12-30 00:28:22 +0000},
+ Date-Modified = {2017-12-30 00:29:50 +0000},
+ Title = {Variance-Reduced and Projection-Free Stochastic Optimization},
+ Year = {2016}}
+
+@article{Dunn1980,
+ Author = {Dunn, J.},
+ Date-Added = {2017-12-29 15:08:44 +0000},
+ Date-Modified = {2017-12-29 15:09:31 +0000},
+ Journal = {SIAM J. Control Optim.},
+ Number = {5},
+ Pages = {473--487},
+ Title = {Convergence Rates for Conditional Gradient Sequences Generated by Implicit Step Length Rules},
+ Volume = {18},
+ Year = {1980}}
+
+@article{Dunn1979,
+ Author = {Dunn, J.},
+ Date-Added = {2017-12-29 15:06:12 +0000},
+ Date-Modified = {2017-12-29 15:07:48 +0000},
+ Journal = {SIAM J. Control Optim.},
+ Number = {2},
+ Pages = {187--211},
+ Title = {Rates of Convergence for Conditional Gradient Algorithms Near Singular and Nonsinglular Extremals},
+ Volume = {17},
+ Year = {1979}}
+
+@article{Dunn1978,
+ Author = {Dunn, J. and Harshbarger, S.},
+ Date-Added = {2017-12-29 15:03:16 +0000},
+ Date-Modified = {2017-12-29 15:06:28 +0000},
+ Journal = {Journal of Mathematical Analysis and Applications},
+ Number = {2},
+ Pages = {432--444},
+ Title = {Conditional Gradient Algorithms with Open Loop Step Size Rules},
+ Volume = {62},
+ Year = {1978}}
+
+@article{Levitin1966,
+ Author = {Levitin, E. and Polyak, B.},
+ Date-Added = {2017-12-29 15:01:05 +0000},
+ Date-Modified = {2017-12-29 15:02:00 +0000},
+ Journal = {USSR Computational Mathematics and Mathematical Physics},
+ Number = {5},
+ Pages = {1--50},
+ Title = {Constrained Minimization Methods},
+ Volume = {6},
+ Year = {1966}}
+
+@article{FrankWolfe1956,
+ Author = {Frank, M. and Wolfe, P.},
+ Date-Added = {2017-12-29 14:31:07 +0000},
+ Date-Modified = {2017-12-29 14:33:45 +0000},
+ Journal = {Naval Research Logistics Quarterly},
+ Pages = {95--110},
+ Title = {An Algorithm for Quadratic Programming},
+ Volume = {3},
+ Year = {1956}}
+
+@article{Zhao1998qap,
+ Author = {Qing Zhao and Stefan E. Karisch and Franz Rendl and Henry Wolkowicz},
+ Date-Added = {2017-11-03 22:18:29 +0000},
+ Date-Modified = {2017-11-03 22:18:29 +0000},
+ Journal = {Journal of Combinatorial Optimization},
+ Number = {1},
+ Pages = {71--109},
+ Title = {Semidefinite programming relaxations for the quadratic assignment problem},
+ Volume = {2},
+ Year = {1998}}
+
+@article{Loiola2007,
+ Author = {Loiola, E.M. and de Abreu, N.M.M. and Boaventura-Netto, P.O. and Hahn, P. and Querido, T.},
+ Date-Added = {2017-11-03 22:18:07 +0000},
+ Date-Modified = {2017-11-03 22:24:01 +0000},
+ Journal = {European Journal of Operational Research},
+ Number = {2},
+ Pages = {657--690},
+ Title = {A survey for the quadratic assignment problem},
+ Volume = {176},
+ Year = {2007}}
+
+@article{Garber2016,
+ Author = {Garber, D. and Hazan, E.},
+ Date-Added = {2017-11-03 21:46:13 +0000},
+ Date-Modified = {2017-11-03 21:47:48 +0000},
+ Journal = {Mathematical Programming, Ser. A},
+ Number = {158},
+ Pages = {329--361},
+ Title = {Sublinear time algorithms for approximate semidefinite programming},
+ Year = {2016}}
+
+@conference{Yoshise2010,
+ Address = {Yokohama},
+ Author = {Yoshise, A. and Matsukawa, Y.},
+ Booktitle = {{IEEE} {I}nternational Symposium on Computer-Aided Control System Design},
+ Date-Added = {2017-11-03 15:38:24 +0000},
+ Date-Modified = {2017-11-03 15:39:47 +0000},
+ Pages = {13--18},
+ Title = {On optimization over the doubly nonnegative cone},
+ Year = {2010}}
+
+@inproceedings{Yurtsever2016,
+ Address = {Fort Lauderdale},
+ Author = {Yurtsever, A. and Udell, M. and Tropp, J.A. and Cevher, V.},
+ Booktitle = {Proc. 20th Int. Conf. Artificial Intelligence and Statistics (AISTATS)},
+ Date-Added = {2017-11-03 15:24:37 +0000},
+ Date-Modified = {2017-11-03 15:27:09 +0000},
+ Month = {May},
+ Title = {Sketchy Decisions: Convex Low-Rank Matrix Optimization with Optimal Storage},
+ Year = {2017}}
+
+@article{Lavaei2012,
+ Author = {Lavaei, J. and Low, H.L.},
+ Date-Added = {2017-10-31 14:40:12 +0000},
+ Date-Modified = {2017-10-31 14:43:52 +0000},
+ Journal = {{IEEE} Trans. on Power Syst.},
+ Month = {February},
+ Number = {1},
+ Pages = {92--107},
+ Title = {Zero Duality Gap in Optimal Power Flow Problem},
+ Volume = {27},
+ Year = {2012}}
+
+@article{Bandeira2016,
+ Author = {Bandeira, A.S. and Boumal, N. and Voroninski, V.},
+ Date-Added = {2017-10-26 15:53:31 +0000},
+ Date-Modified = {2017-10-26 15:54:35 +0000},
+ Journal = {{JMLR}: Workshop and Conference Proceedings},
+ Pages = {1--22},
+ Title = {On the low-rank approach for semidefinite programs arising in synchronization and community detection},
+ Volume = {49},
+ Year = {2016}}
+
+@article{jaggi2011convex,
+ Author = {Jaggi, M.},
+ Date-Modified = {2017-10-31 15:01:25 +0000},
+ Journal = {arXiv preprint arXiv:1108.1170},
+ Title = {Convex optimization without projection steps},
+ Year = {2011}}
+
+@inproceedings{lacoste2012block,
+ Address = {Atlanta, Georgia, USA},
+ Author = {Lacoste-Julien, S. and Jaggi, M. and Schmidt, M. and Pletscher, P.},
+ Booktitle = {Proc. $30$th Int. Conf. Machine Learning},
+ Date-Modified = {2017-11-06 23:36:35 +0000},
+ Journal = {arXiv preprint arXiv:1207.4747},
+ Title = {Block-coordinate Frank-Wolfe optimization for structural SVMs},
+ Year = {2013}}
+
+@article{Ahmed2014,
+ Author = {Ahmed, A. and Recht, B. and Romberg, J.},
+ Date-Added = {2017-10-26 15:45:03 +0000},
+ Date-Modified = {2017-10-26 15:49:20 +0000},
+ Journal = {{IEEE} Trans. on Inf. Theory},
+ Number = {3},
+ Pages = {1711--1732},
+ Title = {Blind Deconvolution Using Convex Programming},
+ Volume = {60},
+ Year = {2014}}
+
+@article{Lanckriet2004,
+ Author = {Lanckriet, G.R.G. and Cristianini, N. and Ghaoui, L.E. and Bartlett, P. and Jordan, M.I.},
+ Date-Added = {2017-10-26 15:38:58 +0000},
+ Date-Modified = {2017-10-26 15:41:29 +0000},
+ Journal = {Journal of Machine Learning Research},
+ Pages = {27--72},
+ Title = {Learning the kernel matrix with semidefinite programming},
+ Volume = {5},
+ Year = {2004}}
+
+@article{dAspremont2004,
+ Author = {d'Aspremont, A. and Ghaoui, L.E. and Jordan, M.I. and Lanckriet, G.R.G.},
+ Date-Added = {2017-10-26 15:34:19 +0000},
+ Date-Modified = {2017-10-26 15:39:57 +0000},
+ Journal = {SIAM Review},
+ Number = {3},
+ Pages = {434--448},
+ Title = {A Direct Formulation for Sparse {PCA} Using Semidefinite Programming},
+ Volume = {49},
+ Year = {2007}}
+
+@article{Peng2007,
+ Author = {Peng, J. and Wei, Y.},
+ Date-Added = {2017-10-26 15:22:37 +0000},
+ Date-Modified = {2017-10-26 15:30:53 +0000},
+ Journal = {SIAM J. Optim.},
+ Number = {1},
+ Pages = {186--205},
+ Title = {Approximating {K}--means--type clustering via semidefinite programming},
+ Volume = {18},
+ Year = {2007}}
+
+@inproceedings{Hazan2012,
+ Author = {Hazan, E. and Kale, S.},
+ Booktitle = {Proceedings of the $29$th International Conference on Machine Learning},
+ Date-Added = {2017-10-26 14:40:57 +0000},
+ Date-Modified = {2017-10-26 14:42:00 +0000},
+ Title = {Projection--free Online Learning},
+ Year = {2012}}
+
+@unpublished{TranDinh2017,
+ Author = {Tran--Dinh, Q. and Fercoq, O. and Cevher, V.},
+ Date-Added = {2017-10-26 14:38:40 +0000},
+ Date-Modified = {2017-12-30 16:06:44 +0000},
+ Note = {arXiv:1507.06243},
+ Title = {A Smooth Primal-Dual Optimization Framework for Nonsmooth Composite Convex Minimization},
+ Year = {2017}}
+
+@inproceedings{Yurtsever2015,
+ Author = {Yurtsever, A. and Tran--Dinh, Q. and Cevher, V.},
+ Booktitle = {Advances in Neural Information Processing Systems 28},
+ Date-Added = {2017-10-26 14:30:02 +0000},
+ Date-Modified = {2017-10-26 14:42:25 +0000},
+ Title = {A Universal Primal-Dual Convex Optimization Framework},
+ Year = {2015}}
+
+@conference{locatello2017greedy,
+ Author = {Locatello, F. and Tschannen, M. and R{\"a}tsch, G. and Jaggi, M.},
+ Booktitle = {Advances in Neural Information Processing Systems 30},
+ Date-Modified = {2018-01-08 08:55:53 +0000},
+ Title = {Greedy Algorithms for Cone Constrained Optimization with Convergence Guarantees},
+ Year = {2017}}
+
+@inproceedings{locatello2017unified,
+ Author = {Locatello, F. and Khanna, R. and Tschannen, M. and Jaggi, M.},
+ Booktitle = {Proc. 20th Int. Conf. Artificial Intelligence and Statistics (AISTATS)},
+ Date-Modified = {2017-11-21 12:42:59 +0000},
+ Title = {A Unified Optimization View on Generalized Matching Pursuit and Frank-Wolfe},
+ Year = {2017}}
+
+@conference{Jaggi2013,
+ Author = {Jaggi, M.},
+ Booktitle = {Proceedings of the $30$th International Conference on Machine Learning},
+ Date-Added = {2017-07-04 22:01:30 +0000},
+ Date-Modified = {2017-10-31 15:02:13 +0000},
+ Title = {Revisiting {F}rank--{W}olfe: {P}rojection--free sparse convex optimization},
+ Year = {2013}}
+
+@article{Freund2016,
+ Author = {Freund, R. M. and Grigas, P.},
+ Date-Added = {2017-07-04 21:53:41 +0000},
+ Date-Modified = {2018-02-06 22:18:55 +0000},
+ Journal = {Mathematical Programming},
+ Month = {Jan},
+ Number = {1},
+ Pages = {199--230},
+ Title = {New analysis and results for the {F}rank--{W}olfe method},
+ Volume = {155},
+ Year = {2016}}
diff --git a/ctuy16-small-bib.bib b/ctuy16-small-bib.bib
new file mode 100644
index 0000000..8690cca
--- /dev/null
+++ b/ctuy16-small-bib.bib
@@ -0,0 +1,554 @@
+%% This BibTeX bibliography file was created using BibDesk.
+%% http://bibdesk.sourceforge.net/
+
+
+%% Created for Joel Tropp at 2016-07-27 16:30:08 -0700
+
+
+%% Saved with string encoding Unicode (UTF-8)
+
+@unpublished{TYUC16:Randomized-Single-View,
+ Author = {J. A. Tropp and A. Yurtsever and M.~Udell and V.~Cevher},
+ Date-Added = {2016-07-27 23:25:51 +0000},
+ Date-Modified = {2016-07-27 23:30:06 +0000},
+ Month = {Aug.},
+ Note = {Available at \url{http://arXiv.org/abs/1508.xxxxx}},
+ Title = {Randomized single-view algorithms for low-rank matrix reconstruction},
+ Year = {2016}}
+
+@unpublished{EM15:Convergence-Rates,
+ Author = {M. A. Erdogdu and A. Montanari},
+ Date-Added = {2016-05-20 02:22:18 +0000},
+ Date-Modified = {2016-05-20 02:23:09 +0000},
+ Month = {Aug.},
+ Note = {Available at \url{http://arXiv.org/abs/1508.02810}},
+ Title = {Convergence rates of sub-sampled {N}ewton methods},
+ Year = {2015}}
+
+@article{PW15:Newton-Sketch,
+ Author = {M. Pilanci and M. Wainwright},
+ Date-Added = {2016-05-20 02:20:40 +0000},
+ Date-Modified = {2016-05-20 02:21:28 +0000},
+ Month = {May},
+ Note = {Available at \url{http://arXiv.org/abs/1505.02250}},
+ Title = {Newton sketch: A linear-time optimization algorithm with linear-quadratic convergence},
+ Journal = {SIAM Journal of Optimization},
+ Year = {2017}}
+
+@article{Mut08:Data-Streams,
+ Author = {Muthukrishnan, S.},
+ Date-Added = {2016-05-20 01:41:12 +0000},
+ Date-Modified = {2016-05-20 04:33:19 +0000},
+ Fjournal = {Foundations and Trends${}\sp \circledR$ in Theoretical Computer Science},
+ Journal = {Found. Trends Theor. Comput. Sci.},
+ Mrclass = {68P20 (68M10 68Q17 68Q25 68W20 68W25)},
+ Mrnumber = {2379507},
+ Mrreviewer = {Hsien-Kuei Hwang},
+ Number = {2},
+ Pages = {117--236},
+ Title = {Data streams: algorithms and applications},
+ Volume = {1},
+ Year = {2005},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1561/0400000002}}
+
+@article{Roc76:Monotone-Operators,
+ Author = {Rockafellar, R. T.},
+ Date-Added = {2016-05-20 00:56:27 +0000},
+ Date-Modified = {2016-05-20 04:52:44 +0000},
+ Fjournal = {SIAM Journal on Control and Optimization},
+ Journal = {SIAM J. Control Optimization},
+ Mrclass = {47H05 (49D45)},
+ Mrnumber = {0410483},
+ Mrreviewer = {G. M. Ewing},
+ Number = {5},
+ Pages = {877--898},
+ Title = {Monotone operators and the proximal point algorithm},
+ Volume = {14},
+ Year = {1976}}
+
+@inproceedings{OLY+16:Frank-Wolfe-Works,
+ Abstract = {We study a phase retrieval problem in the Poisson noise
+ model. Motivated by the PhaseLift approach, we
+ approximate the maximum-likelihood estimator by solving a
+ convex program with a nuclear norm constraint. While the
+ Frank-Wolfe algorithm, together with the Lanczos method,
+ can efficiently deal with nuclear norm constraints, our
+ objective function does not have a Lipschitz continuous
+ gradient, and hence existing convergence guarantees for
+ the Frank-Wolfe algorithm do not apply. In this paper, we
+ show that the Frank-Wolfe algorithm works for the Poisson
+ phase retrieval problem, and has a global convergence
+ rate of O(1/t), where t is the iteration counter. We
+ provide rigorous theoretical guarantee and illustrating
+ numerical results.},
+ Affiliation = {EPFL},
+ Author = {G. Odor and Y.-H. Li and A. Yurtsever and Y.-P. Hsieh and Q. Tran-Dinh and M. El Halabi and V. Cevher},
+ Booktitle = {41{s}t {IEEE} {I}ntl. {C}onf. {A}coustics, {S}peech and {S}ignal {P}rocessing (ICASSP)},
+ Date-Added = {2016-05-19 23:58:33 +0000},
+ Date-Modified = {2016-05-20 04:51:28 +0000},
+ Details = {http://infoscience.epfl.ch/record/215495},
+ Documenturl = {http://infoscience.epfl.ch/record/215495/files/fw4ppr.pdf},
+ Keywords = {Phase retrieval; Poisson noise; PhaseLift; Frank-Wolfe algorithm; Non-Lipschitz continuous gradient},
+ Oai-Id = {oai:infoscience.epfl.ch:215495},
+ Oai-Set = {conf},
+ Review = {REVIEWED},
+ Status = {ACCEPTED},
+ Submitter = {221971},
+ Title = {{F}rank-{W}olfe works for non-{L}ipschitz continuous gradient objectives: scalable {P}oisson phase retrieval},
+ Unit = {LIONS},
+ Year = 2016}
+
+@article{AT06:Interior-Gradient,
+ Author = {A. Auslender and M. Teboulle},
+ Date-Added = {2016-05-19 21:59:38 +0000},
+ Date-Modified = {2016-05-20 04:48:47 +0000},
+ Journal = {SIAM J. Optim.},
+ Mrclass = {90C25 (90C22 90C30)},
+ Mrnumber = {2197553},
+ Mrreviewer = {Etienne de Klerk},
+ Number = {3},
+ Pages = {697--725 (electronic)},
+ Title = {Interior gradient and proximal methods for convex and conic optimization},
+ Volume = {16},
+ Year = {2006},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1137/S1052623403427823}}
+
+@article{CETV13:Phase-Retrieval,
+ Author = {E. J. Cand{\`e}s and Y. C. Eldar and T. Strohmer and V. Voroninski},
+ Coden = {SJISBI},
+ Date-Added = {2016-05-19 20:47:23 +0000},
+ Date-Modified = {2016-05-20 05:13:53 +0000},
+ Fjournal = {SIAM Journal on Imaging Sciences},
+ Journal = {SIAM J. Imaging Sci.},
+ Mrclass = {94A08 (42A38 90C25)},
+ Mrnumber = {3032952},
+ Number = {1},
+ Pages = {199--225},
+ Title = {Phase retrieval via matrix completion},
+ Volume = {6},
+ Year = {2013},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1137/110848074}}
+
+@article{BBCE09:Painless-Reconstruction,
+ Author = {R. Balan and B. G. Bodmann and P. G. Casazza and D. Edidin},
+ Date-Added = {2016-05-19 20:41:45 +0000},
+ Date-Modified = {2016-05-20 04:30:39 +0000},
+ Fjournal = {The Journal of Fourier Analysis and Applications},
+ Journal = {J. Fourier Anal. Appl.},
+ Mrclass = {42C15 (94A12)},
+ Mrnumber = {2549940},
+ Mrreviewer = {Alberto Portal},
+ Number = {4},
+ Pages = {488--501},
+ Title = {Painless reconstruction from magnitudes of frame coefficients},
+ Volume = {15},
+ Year = {2009},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1007/s00041-009-9065-1}}
+
+@article{CLS15:Phase-Retrieval,
+ Author = {E. J. Cand{\`e}s and X. Li and M. Soltanolkoltabi},
+ Date-Added = {2016-05-19 20:36:47 +0000},
+ Date-Modified = {2016-05-19 20:39:24 +0000},
+ Journal = {IEEE Trans. Inform. Theory},
+ Number = {4},
+ Pages = {1985--2007},
+ Title = {Phase retrieval via {W}irtinger {F}low: Theory and algorithms},
+ Volume = {61},
+ Year = {2015}}
+
+@article{GS72:Practical-Algorithm,
+ Author = {R. W. Gerchberg and W. O. Saxton},
+ Date-Added = {2016-05-19 20:35:32 +0000},
+ Date-Modified = {2016-05-19 20:36:22 +0000},
+ Journal = {Optik},
+ Number = {237--246},
+ Title = {A practical algorithm for the determination of the phase from image and diffraction plane pictures},
+ Volume = {35},
+ Year = {1972}}
+
+@article{HCO+15:Solving-Ptychography,
+ Abstract = {Ptychography is a powerful computational imaging technique that transforms a collection of low-resolution images into a high-resolution sample reconstruction. Unfortunately, algorithms that currently solve this reconstruction problem lack stability, robustness, and theoretical guarantees. Recently, convex optimization algorithms have improved the accuracy and reliability of several related reconstruction efforts. This paper proposes a convex formulation of the ptychography problem. This formulation has no local minima, it can be solved using a wide range of algorithms, it can incorporate appropriate noise models, and it can include multiple a priori constraints. The paper considers a specific algorithm, based on low-rank factorization, whose runtime and memory usage are near-linear in the size of the output image. Experiments demonstrate that this approach offers a 25% lower background variance on average than alternating projections, the ptychographic reconstruction algorithm that is currently in widespread use.},
+ Author = {R. Horstmeyer and R. Y. Chen and X. Ou and B. Ames and J. A. Tropp and C. Yang},
+ Date-Added = {2016-05-19 01:43:25 +0000},
+ Date-Modified = {2016-05-20 04:32:37 +0000},
+ Journal = {New Journal of Physics},
+ Number = {5},
+ Pages = {053044},
+ Title = {Solving ptychography with a convex relaxation},
+ Volume = {17},
+ Year = {2015},
+ Bdsk-Url-1 = {http://stacks.iop.org/1367-2630/17/i=5/a=053044}}
+
+@incollection{Hig89:Matrix-Nearness,
+ Author = {Higham, N. J.},
+ Booktitle = {Applications of matrix theory ({B}radford, 1988)},
+ Date-Added = {2016-05-19 01:42:03 +0000},
+ Date-Modified = {2016-05-20 04:50:04 +0000},
+ Mrclass = {65F30 (15A57)},
+ Mrnumber = {1041063},
+ Mrreviewer = {F. Szidarovszky},
+ Pages = {1--27},
+ Publisher = {Oxford Univ. Press, New York},
+ Title = {Matrix nearness problems and applications},
+ Year = {1989},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1093/imamat/22.1.1}}
+
+@phdthesis{Faz02:Matrix-Rank,
+ Address = {Palo Alto},
+ Author = {M. Fazel},
+ Date-Added = {2016-05-18 22:53:41 +0000},
+ Date-Modified = {2016-05-20 04:49:21 +0000},
+ School = {Stanford Univ.},
+ Title = {Matrix rank minimization with applications},
+ Type = {Ph{D} {D}issertation},
+ Year = {2002}}
+
+@inproceedings{YHC15:Scalable-Convex,
+ Abstract = {This paper describes scalable convex optimization
+ methods for phase retrieval. The main characteristics of
+ these methods are the cheap per-iteration complexity and
+ the low-memory footprint. With a variant of the original
+ PhaseLift formulation, we first illustrate how to
+ leverage the scalable Frank-Wolfe (FW) method (also known
+ as the conditional gradient algorithm), which requires a
+ tuning parameter. We demonstrate that we can estimate the
+ tuning parameter of the FW algorithm directly from the
+ measurements, with rigorous theoretical guarantees. We
+ then illustrate numerically that recent advances in
+ universal primal-dual convex optimization methods offer
+ significant scalability improvements over the FW method,
+ by recovering full HD resolution color images from their
+ quadratic measurements.},
+ Affiliation = {EPFL},
+ Author = {Yurtsever, A. and Hsieh, Y.-P. and Cevher, V.},
+ Booktitle = {6{t}h {IEEE} {I}ntl. {W}orkshop on {C}omputational {A}dvances in {M}ulti-{S}ensor {A}daptive {P}rocessing ({CAMSAP})},
+ Date-Added = {2016-05-06 22:50:11 +0000},
+ Date-Modified = {2016-05-20 07:01:30 +0000},
+ Details = {http://infoscience.epfl.ch/record/212914},
+ Documenturl = {http://infoscience.epfl.ch/record/212914/files/ScalableConvexMethodsForPhaseRetrieval.pdf},
+ Keywords = {phase retrieval; PhaseLift; scalable convex methods; Frank-Wolfe; universal primal dual convex optimization methods},
+ Location = {Cancun, Mexico},
+ Oai-Id = {oai:infoscience.epfl.ch:212914},
+ Oai-Set = {conf},
+ Review = {REVIEWED},
+ Status = {ACCEPTED},
+ Submitter = {233086},
+ Title = {Scalable convex methods for phase retrieval},
+ Unit = {LIONS},
+ Year = 2015}
+
+@unpublished{RSW15:Conditional-Gradient,
+ Author = {N. Rao and P. Shah and S. Wright},
+ Date-Added = {2016-05-06 22:45:44 +0000},
+ Date-Modified = {2016-05-06 22:47:42 +0000},
+ Note = {Available at \url{http://people.inf.ethz.ch/jaggim/NIPS-workshop-FW-greedy/papers/rao_shah_wright_final.pdf}},
+ Title = {Conditional gradient with enhancement and truncation for atomic-norm regularization},
+ Year = {2015}}
+
+@inproceedings{SGS11:Large-Scale-Convex,
+ Author = {S. Shalev-Schwartz and A. Gonen and O. Shamir},
+ Booktitle = {Proc. 28th Intl. Conf. Machine Learning},
+ Date-Added = {2016-05-06 22:44:53 +0000},
+ Date-Modified = {2016-05-06 22:45:29 +0000},
+ Title = {Large-scale convex minimization with a low-rank constraint},
+ Year = {2011}}
+
+@unpublished{ABH16:Second-Order-Stochastic,
+ Author = {N. Agarwal, B. Bullins, E. Hazan},
+ Date-Added = {2016-05-06 22:42:44 +0000},
+ Date-Modified = {2016-05-20 07:00:32 +0000},
+ Month = {Feb.},
+ Note = {Available at \url{http://arXiv.org/abs/1602.03943}},
+ Title = {Second-Order Stochastic Optimization in Linear Time},
+ Year = {2016}}
+
+@article{GH15:Sublinear-Time,
+ Author = {D. Garber and E. Hazan},
+ Date-Added = {2016-05-06 22:35:00 +0000},
+ Date-Modified = {2016-05-06 22:36:22 +0000},
+ Doi = {10.1007/s10107-015-0932-z},
+ Journal = {Math. Program. Ser. A},
+ Title = {Sublinear time algorithms for approimate semidefinite programming},
+ Year = {2015},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1007/s10107-015-0932-z}}
+
+@unpublished{JNS12:Low-Rank-Matrix,
+ Author = {P. Jain and P. Netrapalli and S. Sanghavi},
+ Date-Added = {2016-05-06 22:29:08 +0000},
+ Date-Modified = {2016-05-06 22:29:57 +0000},
+ Month = {Dec.},
+ Note = {Available at \url{http://arXiv.org/abs/1212.0467}},
+ Title = {Low-rank matrix completion using alternating minimization},
+ Year = {2012}}
+
+@inproceedings{BKS15:Dropping-Convexity,
+ Author = {S. Bhojanapalli and A. Kyrillidis and S. Sanghavi},
+ Date-Added = {2016-05-06 22:27:48 +0000},
+ Date-Modified = {2016-05-06 22:28:48 +0000},
+ Month = {Sep.},
+ Booktitle={Conference on Learning Theory},
+ Note = {Available at \url{http://arXiv.org/abs/1509.03917}},
+ Title = {Dropping convexity for faster semi-definite optimization},
+ pages={530--582},
+ Year = {2016}}
+
+@unpublished{Bou15:Riemannian-Low-Rank,
+ Author = {N. Boumal},
+ Date-Added = {2016-05-06 22:25:45 +0000},
+ Date-Modified = {2016-05-06 22:27:03 +0000},
+ Month = {June},
+ Note = {Available at \url{http://arXiv.org/abs/1506.00575}},
+ Title = {A {R}iemannian low-rank method for optimization over semidefinite matrices with block-diagonal constraints},
+ Year = {2015}}
+
+@article{BM03:Nonlinear-Programming,
+ Author = {Burer, S. and Monteiro, R. D. C.},
+ Date-Added = {2016-05-06 22:19:12 +0000},
+ Date-Modified = {2016-05-20 04:31:27 +0000},
+ Fjournal = {Mathematical Programming. A Publication of the Mathematical Programming Society},
+ Journal = {Math. Program.},
+ Mrclass = {90C22 (90C30)},
+ Mrnumber = {1976484},
+ Mrreviewer = {Zheng Hai Huang},
+ Number = {2, Ser. B},
+ Pages = {329--357},
+ Title = {A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization},
+ Volume = {95},
+ Year = {2003},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1007/s10107-002-0352-8}}
+
+@inproceedings{Haz08:Sparse-Approximate,
+ Address = {Rio de Janeiro},
+ Author = {E. Hazan},
+ Booktitle = {Proc. 8th Latin American Theoretical Informatics Symposium (LATIN)},
+ Date-Added = {2016-05-02 19:54:03 +0000},
+ Date-Modified = {2016-05-02 19:55:26 +0000},
+ Month = {Apr.},
+ Title = {Sparse approximate solutions to semidefinite programs},
+ Year = {2008}}
+
+@unpublished{Upa16:Fast-Space-Optimal,
+ Author = {J. Upadhyay},
+ Date-Added = {2016-05-02 19:48:41 +0000},
+ Date-Modified = {2016-05-02 19:51:25 +0000},
+ Month = {Apr.},
+ Note = {Available at \url{http://arXiv.org/abs/1604.01429}},
+ Title = {Fast and Space-optimal Low-rank Factorization in the Streaming Model With Application in Differential Privacy},
+ Year = {2016}}
+
+@inproceedings{BWZ15:Optimal-Principal,
+ Address = {Cambridge, MA},
+ Author = {C. Boutsidis and D. Woodruff and P. Zhong},
+ Booktitle = {Proc. 2016 ACM Symp. Theory of Computing (STOC)},
+ Date-Added = {2016-05-02 19:40:18 +0000},
+ Date-Modified = {2016-05-20 04:31:02 +0000},
+ Title = {Optimal principal component analysis in distributed and streaming models},
+ Year = {2016}}
+
+@article{NW12:Restricted-Strong,
+ Author = {S. Negahban and M. J. Wainwright},
+ Date-Added = {2016-05-02 19:39:30 +0000},
+ Date-Modified = {2016-05-20 04:35:03 +0000},
+ Fjournal = {Journal of Machine Learning Research (JMLR)},
+ Journal = {J. Mach. Learn. Res.},
+ Mrclass = {62H12 (15A83 60B20 60E15 62G20)},
+ Mrnumber = {2930649},
+ Pages = {1665--1697},
+ Title = {Restricted strong convexity and weighted matrix completion: optimal bounds with noise},
+ Volume = {13},
+ Year = {2012}}
+
+@article{PW15:Randomized-Sketches,
+ Author = {M. Pilanci and M. J. Wainwright},
+ Date-Added = {2016-05-02 19:39:30 +0000},
+ Date-Modified = {2016-05-20 04:39:02 +0000},
+ Fjournal = {Institute of Electrical and Electronics Engineers. Transactions on Information Theory},
+ Journal = {IEEE Trans. Inform. Theory},
+ Mrclass = {94A12},
+ Mrnumber = {3386504},
+ Number = {9},
+ Pages = {5096--5115},
+ Title = {Randomized sketches of convex programs with sharp guarantees},
+ Volume = {61},
+ Year = {2015}}
+
+@inproceedings{Sar06:Improved-Approximation,
+ Address = {Berkeley},
+ Author = {T. Sarl{\'o}s},
+ Booktitle = {Proc. 47th Ann. IEEE Symposium on Foundations of Computer Science (FOCS)},
+ Date-Added = {2016-05-02 19:37:34 +0000},
+ Date-Modified = {2016-05-02 19:38:47 +0000},
+ Title = {Improved approximation algorithms for large matrices via random projections},
+ Year = {2006}}
+
+@inproceedings{CW09:Numerical-Linear,
+ Address = {Bethesda},
+ Author = {K. L. Clarkson and D. P. Woodruff},
+ Booktitle = {Proc. 41st ACM Symposium on Theory of Computing (STOC)},
+ Date-Added = {2016-05-02 19:34:04 +0000},
+ Date-Modified = {2016-05-02 19:58:30 +0000},
+ Title = {Numerical linear algebra in the streaming model},
+ Year = {2009}}
+
+@article{Mah11:Randomized-Algorithms,
+ Author = {M. W. Mahoney},
+ Date-Added = {2016-05-02 19:31:31 +0000},
+ Date-Modified = {2016-05-20 04:33:07 +0000},
+ Journal = {Foundations and Trends{\textregistered} in Machine Learning},
+ Number = {2},
+ Pages = {123-224},
+ Title = {Randomized Algorithms for Matrices and Data},
+ Volume = {3},
+ Year = {2011},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1561/2200000035}}
+
+@inproceedings{Jag13:Revisiting-Frank-Wolfe,
+ Address = {Atlanta},
+ Author = {M. Jaggi},
+ Booktitle = {Proc. 30th Intl. Conf. Machine Learning (ICML)},
+ Date-Added = {2016-05-02 19:29:35 +0000},
+ Date-Modified = {2016-05-02 19:30:41 +0000},
+ Title = {Revisiting {F}rank--{W}olfe: Projection-free sparse convex optimization},
+ Year = {2013}}
+
+@article{Woo14:Sketching-Tool,
+ Author = {D. P. Woodruff},
+ Date-Added = {2016-05-02 19:27:08 +0000},
+ Date-Modified = {2016-05-20 04:38:49 +0000},
+ Fjournal = {Foundations and Trends${}\sp \circledR$ in Theoretical Computer Science},
+ Journal = {Found. Trends Theor. Comput. Sci.},
+ Mrclass = {65F99 (15-02)},
+ Mrnumber = {3285427},
+ Number = {1-2},
+ Pages = {iv+157},
+ Title = {Sketching as a tool for numerical linear algebra},
+ Volume = {10},
+ Year = {2014}}
+
+@article{WLRT08:Fast-Randomized,
+ Author = {F. Woolfe and E. Liberty and V. Rokhlin and M. Tygert},
+ Date-Added = {2016-05-02 19:27:08 +0000},
+ Date-Modified = {2016-05-20 04:33:58 +0000},
+ Fjournal = {Applied and Computational Harmonic Analysis. Time-Frequency and Time-Scale Analysis, Wavelets, Numerical Algorithms, and Applications},
+ Journal = {Appl. Comput. Harmon. Anal.},
+ Mrclass = {15A03 (15A18 15A52 65F30)},
+ Mrnumber = {2455599},
+ Mrreviewer = {Hans Havlicek},
+ Number = {3},
+ Pages = {335--366},
+ Title = {A fast randomized algorithm for the approximation of matrices},
+ Volume = {25},
+ Year = {2008},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1016/j.acha.2007.12.002}}
+
+@article{HMT11:Finding-Structure,
+ Author = {Halko, N. and Martinsson, P. G. and Tropp, J. A.},
+ Coden = {SIREAD},
+ Date-Added = {2016-05-02 19:24:04 +0000},
+ Date-Modified = {2016-05-20 04:32:09 +0000},
+ Fjournal = {SIAM Review},
+ Journal = {SIAM Rev.},
+ Mrclass = {65F30 (60B20 68W20)},
+ Mrnumber = {2806637},
+ Mrreviewer = {Thomas K. Huckle},
+ Number = {2},
+ Pages = {217--288},
+ Title = {Finding structure with randomness: probabilistic algorithms for constructing approximate matrix decompositions},
+ Volume = {53},
+ Year = {2011},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1137/090771806}}
+
+@unpublished{YZS14:Generalized-Conditional,
+ Author = {Y. Yu and X. Zhang and D. Schuurmans},
+ Date-Added = {2016-05-02 19:19:19 +0000},
+ Date-Modified = {2016-05-02 19:23:06 +0000},
+ Note = {Available at \url{http://arXiv.org/abs/1410.4828}},
+ Title = {Generalized conditional gradient for sparse estimation},
+ Year = {2014}}
+
+@inproceedings{YTC15:Universal-Primal-Dual,
+ Address = {Montr{\'e}al},
+ Author = {A. Yurtsever and Q. Tran-Dinh and V. Cevher},
+ Booktitle = {Proc. 29th Ann. Conf. Neural Information Processings (NIPS)},
+ Date-Added = {2016-05-02 19:17:36 +0000},
+ Date-Modified = {2016-05-02 21:52:01 +0000},
+ Title = {A universal primal--dual convex optimization framework},
+ Year = {2015}}
+
+@unpublished{CTUY16:Storage-Optimal-Algorithms,
+ Author = {V. Cevher and J. A. Tropp and M. Udell and A. Yurtsever},
+ Date-Added = {2016-05-02 19:14:55 +0000},
+ Date-Modified = {2016-05-02 19:17:07 +0000},
+ Month = {May},
+ Note = {In preparation},
+ Title = {Storage-optimal algorithms for semidefinite programs with low-rank solutions},
+ Year = {2016}}
+
+@article{Cla10:Coresets-Sparse,
+ Author = {Clarkson, K. L.},
+ Date-Added = {2016-05-02 19:08:48 +0000},
+ Date-Modified = {2016-05-20 04:31:40 +0000},
+ Fjournal = {ACM Transactions on Algorithms},
+ Journal = {ACM Trans. Algorithms},
+ Mrclass = {90C25 (68T05 90C55)},
+ Mrnumber = {2760426},
+ Number = {4},
+ Pages = {Art. 63, 30},
+ Title = {Coresets, sparse greedy approximation, and the {F}rank-{W}olfe algorithm},
+ Volume = {6},
+ Year = {2010},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1145/1824777.1824783}}
+
+@techreport{Nes15:Complexity-Bounds,
+ Author = {Yu. Nesterov},
+ Date-Added = {2016-05-02 19:03:30 +0000},
+ Date-Modified = {2016-05-02 19:04:48 +0000},
+ Institution = {Catholic University of Louvain},
+ Month = {Feb.},
+ Number = {2015/03},
+ Title = {Complexity bounds for primal-dual methods minimizing the model of objective function},
+ Type = {CORE discussion paper},
+ Year = {2015}}
+
+@article{FW56:Algorithm-Quadratic,
+ Author = {M. Frank and P. Wolfe},
+ Date-Added = {2016-05-02 19:00:32 +0000},
+ Date-Modified = {2016-05-20 04:49:39 +0000},
+ Fjournal = {Naval Research Logistics Quarterly},
+ Journal = {Naval Res. Logist. Quart.},
+ Mrclass = {90.0X},
+ Mrnumber = {0089102},
+ Pages = {95--110},
+ Title = {An algorithm for quadratic programming},
+ Volume = {3},
+ Year = {1956}}
+
+@article{JN16:Solving-Variational,
+ Author = {A. Juditsky and A. Nemirovski},
+ Date-Added = {2016-05-02 19:00:32 +0000},
+ Date-Modified = {2016-05-20 04:35:10 +0000},
+ Fjournal = {Mathematical Programming. A Publication of the Mathematical Optimization Society},
+ Journal = {Math. Program.},
+ Mrclass = {65K15 (68T10 90C25 90C47)},
+ Mrnumber = {3459200},
+ Number = {1-2, Ser. A},
+ Pages = {221--256},
+ Title = {Solving variational inequalities with monotone operators on domains given by {L}inear {M}inimization {O}racles},
+ Volume = {156},
+ Year = {2016},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1007/s10107-015-0876-3}}
+
+@article{LP66:Minimization-Methods,
+ Author = {Levitin, E. S. and Poljak, B. T.},
+ Date-Added = {2016-05-02 19:00:32 +0000},
+ Date-Modified = {2016-05-02 19:01:01 +0000},
+ Fjournal = {Akademija Nauk SSSR. \v Zurnal Vy\v cislitel\cprime no\u\i\ Matematiki i Matemati\v cesko\u\i\ Fiziki},
+ Issn = {0044-4669},
+ Journal = {\v Z. Vy\v cisl. Mat. i Mat. Fiz.},
+ Mrclass = {65.30 (90.00)},
+ Mrnumber = {0211590},
+ Mrreviewer = {J. S. Shipman},
+ Pages = {787--823},
+ Title = {Minimization methods in the presence of constraints},
+ Volume = {6},
+ Year = {1966}}
diff --git a/lions.bib b/lions.bib
new file mode 100644
index 0000000..0600e6e
--- /dev/null
+++ b/lions.bib
@@ -0,0 +1,29043 @@
+% This file was created with JabRef 2.10.
+% Encoding: UTF8
+
+
+@String { accc = {Proc.\ Amer.\ Contr.\ Conf.} }
+@String { aiche = {AIChE J.} }le
+@String { auto = {Automatica} }
+@String { automat = {Automatisierungstechnik} }
+@String { autoprax = {Automatisierungstechnische Praxis} }
+@String { cce = {Comp.\ \& Chem.\ Eng.} }
+@String { cdc = {IEEE Conf.\ Decision Contr.} }
+@String { cdc22 = {Proc.\ 22nd IEEE Conf. Decision Contr.} }
+@String { cdc23 = {Proc.\ 23rd IEEE Conf. Decision Contr.} }
+@String { cdc24 = {Proc.\ 24th IEEE Conf. Decision Contr.} }
+@String { cdc25 = {Proc.\ 25th IEEE Conf. Decision Contr.} }
+@String { cdc26 = {Proc.\ 26th IEEE Conf. Decision Contr.} }
+@String { cdc27 = {Proc.\ 27th IEEE Conf. Decision Contr.} }
+@String { cdc28 = {Proc.\ 28th IEEE Conf. Decision Contr.} }
+@String { cdc29 = {Proc.\ 29th IEEE Conf. Decision Contr.} }
+@String { cdc30 = {Proc.\ 30th IEEE Conf. Decision Contr.} }
+@String { cdc31 = {Proc.\ 31st IEEE Conf. Decision Contr.} }
+@String { cdc32 = {Proc.\ 32nd IEEE Conf. Decision Contr.} }
+@String { cdc33 = {Proc.\ 33rd IEEE Conf. Decision Contr.} }
+@String { cdc34 = {Proc.\ 34th IEEE Conf. Decision Contr.} }
+@String { cdc35 = {Proc.\ 35th IEEE Conf. Decision Contr.} }
+@String { cdc42 = {Proc.\ 42th IEEE Conf. Decision Contr.} }
+@String { cec = {Chem.\ Eng.\ Commun.} }
+@String { ces = {Chem.\ Eng.\ Sci.} }
+@String { circuit = {IEEE Transactions on Circuits and Systems} }
+@String { ctaat = {CONTROL-THEORY AND ADVANCED TECHNOLOGY} }
+@String { ecc91 = {Proc.\ 1st European {Control} {Conference} ECC'91} }
+@String { ecc93 = {Proc.\ 2nd European {Control} {Conference} ECC'93} }
+@String { ecc95 = {Proc.\ 3rd European {Control} {Conference} ECC'95} }
+@String { ecc97 = {Proc.\ 4rd European {Control} {Conference} ECC'97} }
+@String { ejc = {Europ.\ J.\ Contr.} }
+@String { ieee = {IEEE Trans.\ Automat.\ Contr.} }
+@String { ieepartd = {IEE Proceedings, Part D} }
+@String { int = {Int.\ J.\ Contr.} }
+@String { jmsec = {Journal of Mathematical Systems, Estimation, and Control} }
+@String { jota = {J.\ Opt.\ Theory \ and Appl.} }
+@String { jpc = {J.\ Proc.\ Contr.} }
+@String { lett = {Syst.\ Contr.\ Lett.} }
+@String { linappl = {Lin. Alg. Apps.} }
+@String { magazin = {IEEE Contr.\ Syst.\ Magazine} }
+@String { mcss = {Mathematics of Control, Signals, and Systems} }
+@String { rnc = {Int.\ J.\ of Robust and Nonlinear Control} }
+@String { rt = {Regelungstechnik} }
+@String { siam = {SIAM J.\ Contr.\ Optim.} }
+@String { siam_o = {SIAM J.\ Contr.} }
+@String { siopt = {SIAM J.\ Optim.} }
+@String { zamm = {Z.\ angew.\ Math.\ Mech.} }
+
+@techreport{el2017general,
+ title={General Proximal Gradient Method: A Case for Non-Euclidean Norms},
+ author={El Halabi, Marwa and Hsieh, Ya-Ping and Vu, Bang and Nguyen, Quang and Cevher, Volkan},
+ year={2017}
+}
+
+@inproceedings{kelner2014almost,
+ title={An almost-linear-time algorithm for approximate max flow in undirected graphs, and its multicommodity generalizations},
+ author={Kelner, Jonathan A and Lee, Yin Tat and Orecchia, Lorenzo and Sidford, Aaron},
+ booktitle={Proceedings of the twenty-fifth annual ACM-SIAM symposium on Discrete algorithms},
+ pages={217--226},
+ year={2014},
+ organization={SIAM}
+}
+
+@conference{hassani2017gradient,
+ title={Gradient Methods for Submodular Maximization},
+ author={Hassani, Hamed and Soltanolkotabi, Mahdi and Karbasi, Amin},
+ booktitle={Conference on Neural Information Processing Systems (NIPS)},
+ note={Available at \url{https://arxiv.org/abs/1708.03949}},
+ year={2017}
+}
+
+@article{attouch2010proximal,
+ title={Proximal alternating minimization and projection methods for nonconvex problems: An approach based on the Kurdyka-Lojasiewicz inequality},
+ author={Attouch, H{\'e}dy and Bolte, J{\'e}r{\^o}me and Redont, Patrick and Soubeyran, Antoine},
+ journal={Mathematics of Operations Research},
+ volume={35},
+ number={2},
+ pages={438--457},
+ year={2010},
+ publisher={INFORMS}
+}
+
+@InProceedings{Argyriou2008a,
+ Title = {An Algorithm for Transfer Learning in a Heterogeneous Environment},
+ Author = {Andreas Argyriou and Andreas Maurer and Massimiliano Pontil},
+ Booktitle = {Proc. Eur. Conf. Mach. Learn. and Know. Disc. in Databases},
+ Year = {2008},
+ Organization = {Springer},
+ Pages = {71-85},
+
+ Bibsource = {DBLP, http://dblp.uni-trier.de},
+ Crossref = {DBLP:conf/pkdd/2008-1},
+ Ee = {http://dx.doi.org/10.1007/978-3-540-87479-9_23},
+ File = {:Statistical Learning/Multitask/pontil08transferlearning.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2009.01.28}
+}
+
+@InProceedings{Micchelli2004,
+ Title = {Kernels for Multi-task Learning},
+ Author = {Charles A. Micchelli and Massimiliano Pontil},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2004},
+
+ Bibsource = {DBLP, http://dblp.uni-trier.de},
+ Crossref = {DBLP:conf/nips/2004},
+ Ee = {http://books.nips.cc/papers/files/nips17/NIPS2004_0809.pdf},
+ File = {micchelli04kernels.pdf:Statistical Learning/Multitask/micchelli04kernels.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.02.29}
+}
+
+@InProceedings{Shivaswamy2008,
+ Title = {Relative Margin Machines},
+ Author = {Pannagadatta K. Shivaswamy and Tony Jebara},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2008},
+ Editor = {Daphne Koller and Dale Schuurmans and Yoshua Bengio and Léon Bottou},
+ Pages = {1481-1488},
+ Publisher = {MIT Press},
+
+ Biburl = {http://www.bibsonomy.org/bibtex/2934d5e4c34becb6ad9f400767e829d0d/dblp},
+ Crossref = {conf/nips/2008},
+ Date = {2009-04-15},
+ Description = {dblp},
+ Ee = {http://books.nips.cc/papers/files/nips21/NIPS2008_0839.pdf},
+ File = {shivaswamy2008relative.pdf:Statistical Learning/EBB/shivaswamy2008relative.pdf:PDF},
+ Interhash = {e3e871a996a7cf734a247efd838a9487},
+ Intrahash = {934d5e4c34becb6ad9f400767e829d0d},
+ Keywords = {dblp},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://dblp.uni-trier.de/db/conf/nips/nips2008.html#ShivaswamyJ08}
+}
+
+@Article{dAspremont2008,
+ Title = {Optimal Solutions for Sparse Principal Component Analysis},
+ Author = {d'Aspremont, Alexandre and Bach, Francis and Ghaoui, Laurent El},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2008},
+ Pages = {1269--1294},
+ Volume = {9},
+
+ Address = {Cambridge, MA, USA},
+ File = {aspremont08OptSPCA.pdf:Statistical Learning\\SPARSITY\\aspremont08OptSPCA.pdf:PDF},
+ ISSN = {1533-7928},
+ Owner = {baldassarre},
+ Publisher = {MIT Press},
+ Timestamp = {2009.05.22}
+}
+
+@Article{Abbeloos2011,
+ Title = {Nested multigrid methods for time-periodic, parabolic optimal control problems},
+ Author = {Abbeloos, Dirk and Diehl, Moritz and Hinze, Michael and Vandewalle, Stefan},
+ Journal = {Comp. Visualiz. in Sci.},
+ Year = {2011},
+ Note = {10.1007/s00791-011-0158-4},
+ Pages = {27-38},
+ Volume = {14},
+
+ Affiliation = {Department of Computer science, K. U. Leuven, Celestijnenlaan 200, 3001 Heverlee, Belgium},
+ File = {Abbeloos2011.pdf:Abbeloos2011.pdf:PDF},
+ ISSN = {1432-9360},
+ Issue = {1},
+ Keyword = {Engineering},
+ Owner = {quoctd},
+ Publisher = {Springer Berlin / Heidelberg},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/s00791-011-0158-4}
+}
+
+@Article{Abbott2007,
+ Title = {Thinning Out Redundant Empirical Data},
+ Author = {John Abbott and Claudia Fassino and Maria-Laura Torrente},
+ Year = {2007},
+
+ File = {Abbott07Thinning.pdf:Statistical Learning/Abbott07Thinning.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.21}
+}
+
+@InBook{Abdi2003,
+ Title = {Encyclopedia for research methods for the social sciences},
+ Author = {Herve' Abdi},
+ Chapter = {Partial least squares regression (PLS-regression)},
+ Editor = {Lewis-Beck, M. and Bryman, A. and Futing, F.},
+ Pages = {792-795},
+ Publisher = {Thousand Oaks (CA): Sage},
+ Year = {2003},
+
+ File = {abdi03pls.pdf:Statistical Learning/abdi03pls.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.06.18}
+}
+
+@TechReport{Abel1995,
+ Title = {{V}ergleich konventioneller und pr\"adiktiver {R}egelung am {B}eispiel eines absatzweise betriebenen {R}eaktors},
+ Author = {Abel, O. and Daszkowski, T. and Marquardt, W.},
+ Institution = {Lehrstuhl f\"ur Prozesstechnik, RWTH Aachen},
+ Year = {1995},
+ Number = {1995-07},
+
+ Keywords = {chemistry NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Abernethy2009,
+ Title = {A New Approach to Collaborative Filtering: Operator Estimation with Spectral Regularization},
+ Author = {Abernethy, J. and Bach,F. and Evgeniou, T. and Vert, J.-P.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2009},
+ Pages = {803-826},
+ Volume = {10},
+
+ File = {:Statistical Learning/abernethy09a.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2009.07.15}
+}
+
+@InProceedings{Abernethy2007,
+ Title = {Multitask learning with expert advice},
+ Author = {Abernethy, J. and Bartlett, P. and Rakhlin, A.},
+ Booktitle = {Proc. Annual Conf. Learn. Theory},
+ Year = {2007},
+ Organization = {Springer-Verlag},
+ Pages = {484--498},
+
+ File = {abernethy2007multitask.pdf:Statistical Learning/Multitask/abernethy2007multitask.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Adamczak2011,
+ Title = {Sharp bounds on the rate of convergence of the empirical covariance matrix},
+ Author = {Adamczak, Rados{\l}aw and Litvak, Alexander E. and Pajor, Alain and Tomczak-Jaegermann, Nicole},
+ Journal = {C. R. Acad. Sci. Paris, Ser. I},
+ Year = {2011},
+ Pages = {195--200},
+ Volume = {349},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.19}
+}
+
+@Unpublished{Adcock2013,
+ Title = {Breaking the coherence barrier: A new theory for compressed sensing},
+ Author = {Ben Adcock and Anders C. Hansen and Clarice Poon and Bogdan Roman},
+ Note = {http://arxiv.org/abs/1302.0561},
+
+ Month = {Feb.},
+ Year = {2013},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.18}
+}
+
+@Article{Adcock2013a,
+ Title = {Breaking the coherence barrier: asymptotic incoherence and asymptotic sparsity in compressed sensing},
+ Author = {Adcock, Ben and Hansen, Anders C and Poon, Clarice and Roman, Bogdan},
+ Journal = {preprint},
+ Year = {2013},
+
+ File = {adcock2013breaking.pdf:adcock2013breaking.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Agarwal2011,
+ Title = {A reliable effective terascale linear learning system},
+ Author = {Agarwal, Alekh and Chapelle, Olivier and Dud{\'\i}k, Miroslav and Langford, John},
+ Journal = {arXiv preprint arXiv:1110.4198},
+ Year = {2011},
+
+ File = {agarwal2011reliable.pdf:agarwal2011reliable.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Agarwal2010,
+ Title = {Learning Multiple Tasks Using Manifold Regularization},
+ Author = {Agarwal, A. and Daume' III, H. and Gerber, S.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2010},
+
+ File = {agarwal2010learning.pdf:Statistical Learning\\Multitask\\agarwal2010learning.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2011.02.16}
+}
+
+@Misc{Aggarwal2004,
+ Title = {A system identification approach for video-based face recognition},
+
+ Author = {G. Aggarwal and A. Roy-Chowdhury and R. Chellappa},
+ Year = {2004},
+
+ File = {Aggarwal04SystemVideoFaceRecognition.pdf:VC/Aggarwal04SystemVideoFaceRecognition.pdf:PDF},
+ Owner = {jmscarlett},
+ Text = {G. Aggarwal, A. Roy-Chowdhury, and R. Chellappa. A system identification approach for video-based face recognition. Internation Conference on Pattern Recognition, Cambridge, UK, August 2004.},
+ Timestamp = {2014.11.25},
+ Url = {citeseer.ist.psu.edu/aggarwal04system.html}
+}
+
+@InProceedings{Ahn2012,
+ Title = {Graph sketches: sparsification, spanners, and subgraphs},
+ Author = {Ahn, Kook Jin and Guha, Sudipto and McGregor, Andrew},
+ Booktitle = {Proc. Symp. Principles of Database Systems},
+ Year = {2012},
+ Organization = {ACM},
+ Pages = {5--14},
+
+ File = {ahn2012graph.pdf:COMPRESSIVE SENSING/ahn2012graph.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Aiolli2005,
+ Title = {Multiclass Classification with Multi-Prototype Support Vector Machines},
+ Author = {Fabio Aiolli and Alessandro Sperduti},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2005},
+ Pages = {817–850},
+ Volume = {6},
+
+ File = {Aiolli05MultiPrototypeSVM.pdf:Statistical Learning/Multiclass/Aiolli05MultiPrototypeSVM.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.27}
+}
+
+@InProceedings{Akaike1973,
+ Title = {Information theory and extension of the maximum likelihood principle},
+ Author = {Akaike, Hirotogu},
+ Booktitle = {IEEE Int. Symp. Inf. Theory},
+ Year = {1973},
+
+ Address = {Budapest},
+ Editor = {Petrov, B. N. and Caski, F.},
+ Pages = {267--281},
+ Publisher = {Akademiai Kiado},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.07}
+}
+
+@Unpublished{Aksoylar2013,
+ Title = {Sparse Signal Processing with Linear and Non-Linear Observations: A Unified {S}hannon Theoretic Approach},
+ Author = {Cem Aksoylar and George Atia and Venkatesh Saligrama},
+ Note = {http://arxiv.org/abs/1304.0682},
+
+ Month = {April},
+ Year = {2013},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.21}
+}
+
+@Article{Alamo2008,
+ Title = {A set-membership state estimation algorithm based on DC programming},
+ Author = {T. Alamo and J.M. Bravo and M.J. Redondo and E.F. Camacho},
+ Journal = {Automatica},
+ Year = {2008},
+ Number = {1},
+ Pages = {216--224},
+ Volume = {44},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Book{Alber2006,
+ Title = {Nonlinear ill-posed problems of monotone type},
+ Author = {Alber, Yakov and Ryazantseva, Irina},
+ Publisher = {Springer},
+ Year = {2006},
+
+ Address = {Dordrecht},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.11}
+}
+
+@Article{Alber1998,
+ Title = {On the projected subgradient method for nonsmooth convex optimization in a Hilbert space},
+ Author = {Ya. I. Alber and Alfredo N. Iusem and Mikhail V. Solodov},
+ Journal = {Math. Prog.},
+ Year = {1998},
+ Pages = {23--35},
+ Volume = {81},
+
+ Doi = {10.1007/BF01584842},
+ File = {alber1997.pdf:Optimization\\alber1997.pdf:PDF},
+ Masid = {2154623},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Albersmeyer2008,
+ Title = {{S}ensitivity {G}eneration in an {A}daptive {BDF}-{M}ethod},
+ Author = {J. Albersmeyer and H.G. Bock},
+ Booktitle = {Modeling, Sim. and Opt. of Complex Processes},
+ Year = {2008},
+ Editor = {H.G. Bock and E. Kostina and X.H. Phu and R. Rannacher},
+ Pages = {15--24},
+ Publisher = {{S}pringer},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Alberts2002,
+ Title = {{M}olecular {B}iology of the {C}ell},
+ Author = {B. Alberts and A. Johnson and J. Lewis and M. Raff and Keith Roberts and Peter Walter},
+ Publisher = {Garland Science},
+ Year = {2002},
+
+ Address = {New York},
+
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Conference{Aldrich2005,
+ Title = {Time-energy optimal control of hyper-actuated mechanical systems with geometric path constraints},
+ Author = {J.B. Aldrich and R.E. Skelton},
+ Booktitle = {Decision and Control and 2005 European Control Conference},
+ Year = {2005},
+ Month = {December},
+ Pages = {8246--8253},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Alessandri2008,
+ Title = {Moving-horizon state estimation for nonlinear discrete-time systems: New stability results and approximation schemes},
+ Author = {A. Alessandri and M. Baglietto and G. Battistelli},
+ Journal = {Automatica},
+ Year = {2008},
+ Number = {7},
+ Pages = {1753 - 1765},
+ Volume = {44},
+
+ Doi = {10.1016/j.automatica.2007.11.020},
+ File = {:Alessandri2008.pdf:PDF},
+ ISSN = {0005-1098},
+ Keywords = {State estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0005109807004888}
+}
+
+@Article{Alessandri2010,
+ Title = {Advances in moving horizon estimation for nonlinear systems},
+ Author = {A. Alessandri and M. Baglietto and G. Battistelli and V.Zavala},
+ Journal = {IEEE Conf. Decision and Control},
+ Year = {2010},
+
+ Month = {dec.},
+ Pages = {5681-- 5688},
+
+ Booktitle = {Decision and Control (CDC), 2010 49th IEEE Conference on},
+ Doi = {10.1109/CDC.2010.5718126},
+ File = {:Alessandri2010.pdf:PDF},
+ ISSN = {0743-1546},
+ Keywords = {dynamic system;estimation cost function minimization;moving horizon estimation;nonlinear programming sensitivity calculations;nonlinear systems;observability conditions;sliding window;stability analysis;weight matrix;nonlinear programming;nonlinear systems;observability;},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Alexandre2008,
+ Title = {First-order methods for sparse covariance selection},
+ Author = {d'A. Alexandre and B. Onureena and E.G. Laurent},
+ Journal = {SIAM J. Matrix Anal. App.},
+ Year = {2008},
+ Number = {1},
+ Pages = {56--66},
+ Volume = {30},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Allen-Zhu2014,
+ Title = {A novel, simple interpretation of {N}esterov's accelerated method as a combination of gradient and mirror descent},
+ Author = {Allen-Zhu, Zeyuan and Orecchia, Lorenzo},
+ Year = {2014},
+ Note = {arXiv:1407.1537v1 [cs.DS]},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.24}
+}
+
+@InCollection{Allgoewer1999,
+ Title = {{N}onlinear {P}redictive {C}ontrol and {M}oving {H}orizon {E}stimation -- {An} {I}ntroductory {O}verview},
+ Author = {Allg\"ower, F. and Badgwell, T.A. and Qin, J.S. and Rawlings, J.B. and Wright, S.J.},
+ Booktitle = {Advances in Control, Highlights of {ECC'99}},
+ Publisher = {Springer},
+ Year = {1999},
+ Editor = {P. M. Frank},
+ Pages = {391--449},
+
+ Keywords = {NMPC optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Allgoewer2000,
+ Title = {{E}fficient {N}onlinear {M}odel {P}redictive {C}ontrol for {L}arge {S}cale {C}onstrained {P}rocesses},
+ Author = {Allg\"ower, F. and Findeisen, R. and Nagy, Z. and Diehl, M. and Bock, H.G. and Schl\"oder, J.P.},
+ Booktitle = {Proc. Int. Conf. Methods and Models in Automation and Robotics},
+ Year = {2000},
+ Pages = {43--54},
+ Publisher = {Miedzyzdroje, Poland},
+
+ In = {S. Domek, R. Kaszynski},
+ Keywords = {NMPC optimal control optimal control NMPC agbock},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Allgoewer2000a,
+ Title = {{N}onlinear {P}redictive {C}ontrol},
+ Author = {F. Allg\"ower and A. Zheng},
+ Publisher = {Birkh\"auser},
+ Year = {2000},
+
+ Address = {Basel Boston Berlin},
+ Series = {Progress in Systems Theory},
+ Volume = {26},
+
+ Key = {ISBN 3-7643-6297-9},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Allgower1992,
+ Title = {Continuation and path-following},
+ Author = {E. Allgower and K. Georg},
+ Journal = {Acta Numer.},
+ Year = {1992},
+ Pages = {1--64},
+ Volume = {2},
+
+ Owner = {quoctd},
+ Timestamp = {2014.06.21}
+}
+
+@TechReport{Alvarez2011,
+ Title = {Kernels for Vector-Valued Functions: a Review},
+ Author = {Mauricio A. Alvarez and Lorenzo Rosasco, and Neil D. Lawrence},
+ Institution = {MIT-CSAIL},
+ Year = {2011},
+
+ File = {alvarez2011kernels.pdf:Statistical Learning/Vector-valued/alvarez2011kernels.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2012.01.09}
+}
+
+@InProceedings{Alvarez2009,
+ Title = {Latent Force Models},
+ Author = {Alvarez, M. and Luengo, D. and Lawrence, N.},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2009},
+ Pages = {9-16},
+ Volume = {5},
+
+ File = {:Statistical Learning/Multitask/alvarez09latentforcemodels.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2009.09.30}
+}
+
+@Article{Amaldi1998,
+ Title = {On the Approximability of Minimizing Nonzero Variables or Unsatisfied Relations in Linear Systems},
+ Author = {Edoardo Amaldi and Viggo Kann},
+ Journal = {Theor. Comput. Sci.},
+ Year = {1998},
+ Number = {1-2},
+ Pages = {237-260},
+ Volume = {209},
+
+ Bibsource = {DBLP, http://dblp.uni-trier.de},
+ Ee = {http://dx.doi.org/10.1016/S0304-3975(97)00115-1},
+ File = {amaldi98approx.pdf:Statistical Learning\\SPARSITY\\amaldi98approx.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.09.03}
+}
+
+@Book{Amann1983,
+ Title = {{G}ew\"ohnliche {D}ifferentialgleichungen},
+ Author = {Amann, H.},
+ Publisher = {de Gruyter},
+ Year = {1983},
+
+ Address = {Berlin; New York},
+
+ Keywords = {ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Amann2002,
+ Title = {{A}nalysis {I}},
+ Author = {H. Amann and J. Escher},
+ Publisher = {Birkh\"auser},
+ Year = {2002},
+
+ Address = {Basel Boston Berlin},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Amelunxen2014,
+ Title = {Living on the edge: Phase transitions in convex programs with random data},
+ Author = {Amelunxen, Dennis and Lotz, Martin and McCoy, Michael B. and Tropp, Joel A.},
+ Journal = {Information and Inference},
+ Year = {2014},
+ Note = {arXiv:1303.6672v2 [cs.IT]},
+ Pages = {224--294},
+ Volume = {3},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.18}
+}
+
+@Article{Amini2011,
+ Title = {Compressibility of deterministic and random infinite sequences},
+ Author = {Amini, Arash and Unser, Michael and Marvasti, Farokh},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2011},
+ Number = {11},
+ Pages = {5193--5201},
+ Volume = {59},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.11}
+}
+
+@Conference{Amit2007,
+ Title = {Uncovering shared structures in multiclass classification},
+ Author = {Amit, Y. and Fink, M. and Srebro, N. and Ullman, S.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2007},
+ Organization = {ACM},
+ Pages = {17--24},
+
+ File = {amit2007uncovering.pdf:Statistical Learning\\Multitask\\amit2007uncovering.pdf:PDF},
+ Keywords = {sparsity, regularization, multitask, multiclass},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Anandkumar2012,
+ Title = {Tensor decompositions for learning latent variable models},
+ Author = {Anandkumar, Anima and Ge, Rong and Hsu, Daniel and Kakade, Sham M and Telgarsky, Matus},
+ Journal = {arXiv preprint arXiv:1210.7559},
+ Year = {2012},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Andersen2011,
+ Title = {Interior-point methods for large-scale cone programming},
+ Author = {M. S. Andersen and J. Dahl and Z. Liu and L. Vandenberghe},
+ Journal = {.In: S. Sra, S. Nowozin, S. J. Wright (Editors) Optimization for Machine Learning, MIT Press},
+ Year = {2011},
+ Pages = {55--83},
+
+ Owner = {quoctd},
+ Timestamp = {2013.09.26}
+}
+
+@Book{Anderson1995,
+ Title = {{L}apack {U}sers' {G}uide},
+ Author = {E. Anderson and Z. Bai and C. Bischof and J.W. Demmel and J.J. Dongarra and J. Du Croz and A. Greenbaum and S. Hammarling and A. McKenney and S. Ostrouchov and D. Sorensen},
+ Publisher = {{SIAM}},
+ Year = {1995},
+
+ Address = {Philadelphia},
+ Edition = {2nd Edition},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Anderson1987,
+ Title = {Generation of random orthogonal matrices},
+ Author = {Anderson, T. W. and Olkin, I. and Underhill, L. G.},
+ Journal = {SIAM J. Sci. Stat. Comp.},
+ Year = {1987},
+ Number = {4},
+ Pages = {625--629},
+ Volume = {8},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.22}
+}
+
+@InProceedings{Andersson2011,
+ Title = {Integration of {CasADi} and {JModelica.org}},
+ Author = {J. Andersson and J. {\AA}kesson and F. Casella and M. Diehl},
+ Booktitle = {8th International Modelica Conference},
+ Year = {2011},
+
+ File = {Andersson2011.pdf:Andersson2011.pdf:PDF},
+ Owner = {joel},
+ Timestamp = {2012.02.29}
+}
+
+@InProceedings{Andersson2012,
+ Title = {{CasADi} -- {A} symbolic package for automatic differentiation and optimal control},
+ Author = {J. Andersson and J. {\AA}kesson and M. Diehl},
+ Booktitle = {Recent Advances in Algorithmic Differentiation},
+ Year = {2012},
+
+ Address = {Berlin},
+ Editor = {S. Forth and P. Hovland and E. Phipps and J. Utke and A. Walther},
+ Publisher = {Springer},
+ Series = {{L}ecture {N}otes in {C}omputational {S}cience and {E}ngineering},
+
+ File = {Andersson2012.pdf:Andersson2012.pdf:PDF},
+ Owner = {joel},
+ Timestamp = {2012.02.28}
+}
+
+@Article{Andreani2013,
+ Title = {A {G}auss–{N}ewton approach for solving constrained optimization problems using differentiable exact penalties},
+ Author = {R. Andreani and E.H. Fukuda and P.J.S. Silva},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2013},
+ Pages = {1--33},
+ Volume = {xx},
+
+ File = {:Papers/Andreani2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Book{Andreasson2006,
+ Title = {Introduction to Continuous Optimization: Foundations and Fundamental Algorithms},
+ Author = {N. Andreasson and A. Evgrafov and M. Patriksson},
+ Publisher = {Studentlitteratur AB},
+ Year = {2006},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Book{Andrews2000,
+ Title = {{F}oundations of {M}ultithreaded, {P}arallel, and {D}istributed {P}rogramming},
+ Author = {G.R. Andrews},
+ Publisher = {Addison-Wesley},
+ Year = {2000},
+
+ Address = {University of Arizona},
+
+ Owner = {quoctd},
+ Timestamp = {2012.10.11}
+}
+
+@InProceedings{Angst2011,
+ Title = {The generalized trace-norm and its application to structure-from-motion problems},
+ Author = {Angst, R. and Zach, C. and Pollefeys, M.},
+ Booktitle = {Computer Vision ICCV},
+ Year = {2011},
+ Organization = {IEEE},
+ Pages = {2502--2509},
+
+ File = {angst2011generalized.pdf:COMPUTER VISION\\angst2011generalized.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Anguita2004,
+ Title = {A new method for multiclass support vector machines},
+ Author = {Anguita, D. and Ridella, S. and Sterpi, D.},
+ Booktitle = {Proc. IEEE International Joint Conference on Neural Networks},
+ Year = {2004},
+ Month = {25-29 July},
+ Volume = {1},
+
+ File = {anguita2004new.pdf:Statistical Learning\\Multiclass\\anguita2004new.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.27}
+}
+
+@Article{Anh2012,
+ Title = {An {A}rmijo-type method for pseudomonotone equilibrium problems and its applications},
+ Author = {P.N. Anh and L.T.H. An},
+ Journal = {J. Global Opt.},
+ Year = {2012},
+ Pages = {1--18},
+
+ File = {:Papers/Anh2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Article{Anstreicher2012,
+ Title = {On convex relaxations for quadratically constrained quadratic programming},
+ Author = {K. M. Anstreicher},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Volume = {xx},
+
+ File = {:Papers/Anstreicher2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.01}
+}
+
+@Misc{Antsaklis1998,
+ Title = {{O}n hybrid control of complex systems: {A} survey},
+
+ Author = {P. Antsaklis and X. Koutsoukos},
+ HowPublished = {In 3rd International Conference ADMP'98, Automation of Mixed Processes: Dynamic Hybrid Systems, pages 1--8, Reims, France, March 1998.},
+ Year = {1998},
+
+ File = {Antsaklis1998.pdf:Antsaklis1998.pdf:PDF},
+ Keywords = {hybrid},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Apkarian2000,
+ Title = {Robust Control via Concave Minimization - Local and Global Algorithms},
+ Author = {Apkarian, P. and Tuan, H.D.},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2000},
+ Number = {2},
+ Pages = {299--305},
+ Volume = {45},
+
+ Owner = {quoctd},
+ Timestamp = {2012.08.17}
+}
+
+@InProceedings{Apkarian1998,
+ Title = {Robust control via concave optimization: local and global algorithms},
+ Author = {Apkarian, P. and Tuan, H.D.},
+ Booktitle = {Proc. IEEE Conference on Decision and Control},
+ Year = {1998},
+
+ Keywords = {optec},
+ Owner = {quoctd},
+ Timestamp = {2009.08.21}
+}
+
+@Book{Arfken2005,
+ Title = {Mathematical methods for physicists},
+ Author = {Arfken, G. B. and Weber, H.-J.},
+ Publisher = {Elsevier},
+ Year = {2005},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.02.04}
+}
+
+@Article{Argyriou2008,
+ Title = {Convex multi-task feature learning},
+ Author = {Argyriou, A. and Evgeniou, T. and Pontil, M.},
+ Journal = {Mach. Learn.},
+ Year = {2008},
+ Number = {3},
+ Pages = {243--272},
+ Volume = {73},
+
+ Doi = {10.1007/s10994-007-5040-8},
+ File = {:Statistical Learning/Multitask/pae08convexmtl.pdf:PDF},
+ Owner = {baldazen},
+ Publisher = {Springer},
+ Timestamp = {2008.09.24}
+}
+
+@InProceedings{Argyriou2007,
+ Title = {Multi-task feature learning},
+ Author = {Andreas Argyriou and Theodoros Evgeniou and Massimiliano Pontil},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2007},
+ Publisher = {MIT Press},
+
+ File = {:Statistical Learning/Multitask/argyriou07multitask.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.09.02}
+}
+
+@InProceedings{Argyriou2012,
+ Title = {Sparse Prediction with the $ k $-Support Norm},
+ Author = {Argyriou, Andreas and Foygel, Rina and Srebro, Nathan},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2012},
+ Pages = {1457--1465},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Argyriou2006,
+ Title = {Combining graph Laplacians for semi-supervised learning},
+ Author = {Argyriou, A. and Herbster, M. and Pontil, M.},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2006},
+ Pages = {67},
+ Volume = {18},
+
+ File = {argyriou2006combining.pdf:Statistical Learning\\Kernel Learning\\argyriou2006combining.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Citeseer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Argyriou2005,
+ Title = {Learning convex combinations of continuously parameterized basic kernels},
+ Author = {Argyriou, A. and Micchelli, C.A. and Pontil, M.},
+ Journal = {Conf. Learning Theory},
+ Year = {2005},
+ Pages = {338--352},
+
+ File = {argyriou2005learning.pdf:Statistical Learning\\Kernel Learning\\argyriou2005learning.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Argyriou2011,
+ Title = {Efficient first order methods for linear composite regularizers},
+ Author = {Argyriou, A. and Micchelli, C. and Pontil, M. and Shen, L. and Xu, Y.},
+ Journal = {arXiv preprint arXiv:1104.1436},
+ Year = {2011},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Argyriou2007a,
+ Title = {A Spectral Regularization Framework for Multi-Task Structure Learning},
+ Author = {Argyriou, A. and Micchelli, C.A. and Pontil, M. and Ying, Y.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2007},
+
+ File = {argyriou07spectralmtl.pdf:Statistical Learning/Multitask/argyriou07spectralmtl.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Arlot2010,
+ Title = {A survey of cross-validation procedures for model selection},
+ Author = {Arlot, Sylvain and Celisse, Alain},
+ Journal = {Stat. Surv.},
+ Year = {2010},
+ Pages = {40--79},
+ Volume = {4},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.10}
+}
+
+@InProceedings{Arnold2007,
+ Title = {Trajectory Tracking for Boom Cranes Based on Nonlinear Control and Optimal Trajectory Generation},
+ Author = {E. Arnold and J. Neupert and O. Sawodny and K. Schneider},
+ Booktitle = {IEEE Int. Conf. Control Apps.},
+ Year = {2007},
+ Pages = {1444--1449},
+
+ Doi = {10.1109/CCA.2007.4389439},
+ Keywords = {LIEBHERR harbor mobile crane;boom cranes;crane automation;load sway reduction;model-based optimal trajectory generation;nonlinear control;radial load movement;trajectory tracking;cranes;nonlinear control systems;position control;tracking;},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Aronszajn1950,
+ Title = {Theory of Reproducing Kernels},
+ Author = {Aronszajn, N.},
+ Journal = {Trans. Amer. Math. Soc.},
+ Year = {1950},
+ Number = {3},
+ Pages = {337--404},
+ Volume = {68},
+
+ Copyright = {Copyright © 1950 American Mathematical Society},
+ ISSN = {00029947},
+ Jstor_articletype = {primary_article},
+ Jstor_formatteddate = {May, 1950},
+ Owner = {baldazen},
+ Publisher = {American Mathematical Society},
+ Timestamp = {2008.09.04},
+ Url = {http://www.jstor.org/stable/1990404}
+}
+
+@Book{Arora2009,
+ Title = {Computational complexity: a modern approach},
+ Author = {Arora, Sanjeev and Barak, Boaz},
+ Publisher = {Cambridge University Press},
+ Year = {2009},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Arrow1958,
+ Title = {Studies in linear and non-linear programming},
+ Author = {K. J. Arrow and L. Hurwicz and H. Uzawa},
+ Journal = {With contributions by H. B. Chenery, S. M. Johnson, S. Karlin, T. Marschak, R. M. Solow. Stanford Mathematical Studies in the Social Sciences, vol. II.},
+ Year = {1958},
+ Volume = {Stanford University Press, Stanford, Calif.},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.20}
+}
+
+@Book{Ascher1988,
+ Title = {{N}umerical {S}olution of {B}oundary {V}alue {P}roblems for {D}ifferential {E}quations},
+ Author = {Ascher, U. and Mattheij, R. and Russell, R.D.},
+ Publisher = {Prentice Hall},
+ Year = {1988},
+
+ Address = {Engelwood Cliffs, NJ},
+
+ Keywords = {ODE collocation multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ashburner2000,
+ Title = {Gene ontology: tool for the unification of biology. The Gene Ontology Consortium.},
+ Author = {M. Ashburner and C. A. Ball and J. A. Blake and D. Botstein and H. Butler and J. M. Cherry and A. P. Davis and K. Dolinski and S. S. Dwight and J. T. Eppig and M. A. Harris and D. P. Hill and L. Issel-Tarver and A. Kasarskis and S. Lewis and J. C. Matese and J. E. Richardson and M. Ringwald and G. M. Rubin and G. Sherlock},
+ Journal = {Nat Genet},
+ Year = {2000},
+
+ Month = {May},
+ Number = {1},
+ Pages = {25--29},
+ Volume = {25},
+
+ Doi = {10.1038/75556},
+ File = {GOcons00GOtools.pdf:/home/baldazen/Desktop/Scienza/BIO/GOcons00GOtools.pdf:PDF},
+ Keywords = {Animals; Computer Communication Networks; Databases, Factual; Eukaryotic Cells; Genes; Humans; Metaphysics; Mice; Molecular Biology; Sequence Analysis, DNA; Terminology},
+ Owner = {baldazen},
+ Pmid = {10802651},
+ Timestamp = {2007.10.15},
+ Url = {http://dx.doi.org/10.1038/75556}
+}
+
+@Article{Asplund1967,
+ Title = {Positivity of duality mappings},
+ Author = {Asplund, Edgar},
+ Journal = {Bull. Amer. Math. Soc},
+ Year = {1967},
+ Number = {2},
+ Pages = {191--273},
+ Volume = {73},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.16}
+}
+
+@Article{Assa2012,
+ Title = {Hedging, pareto optimality and good deals},
+ Author = {H. Assa and K.M. Karai},
+ Journal = {J. Theory Opt. Apps.},
+ Year = {2012},
+ Pages = {1--18},
+ Volume = {xx},
+
+ File = {:Papers/Assa2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.13}
+}
+
+@Misc{Asuncion2007,
+ Title = {{UCI} Machine Learning Repository},
+
+ Author = {Asuncion, A. and Newman, D.J.},
+ Year = {2007},
+
+ Institution = {University of California, Irvine, School of Information and Computer Sciences},
+ Owner = {baldazen},
+ Timestamp = {2008.09.24},
+ Url = {http://www.ics.uci.edu/$\sim$mlearn/{MLR}epository.html}
+}
+
+@Article{Atia2012,
+ Title = {Boolean Compressed Sensing and Noisy Group Testing},
+ Author = {Atia, G.K. and Saligrama, V.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2012},
+
+ Month = {March},
+ Number = {3},
+ Pages = {1880-1901},
+ Volume = {58},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Article{Attouch1996,
+ Title = {A general duality principle for the sum of two operators},
+ Author = {Attouch, H. and Th{\'{e}}ra, M.},
+ Journal = {J. Convex Anal.},
+ Year = {1996},
+ Number = {1},
+ Pages = {1--24},
+ Volume = {3},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.26}
+}
+
+@Book{Aubin1991,
+ Title = {Viability Theory},
+ Author = {J.P.~Aubin},
+ Publisher = {Birkh\"auser Boston},
+ Year = {1991},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Audibert2009,
+ Title = {Exploration-exploitation tradeoff using variance estimates in multi-armed bandits},
+ Author = {Audibert, J.Y. and Munos, R. and Szepesv{\'a}ri, C.},
+ Journal = {Theoretical Computer Science},
+ Year = {2009},
+ Number = {19},
+ Pages = {1876--1902},
+ Volume = {410},
+
+ File = {audibert2009exploration.pdf:Statistical Learning/EBB/audibert2009exploration.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Conference{Audibert2007,
+ Title = {Tuning Bandit Algorithms in Stochastic Environments},
+ Author = {Audibert, J.Y. and Munos, R. and Szepesv{\'a}ri, C.},
+ Booktitle = {Algorithmic Learning Theory},
+ Year = {2007},
+ Organization = {Springer},
+ Pages = {150--165},
+
+ File = {audibert2007tuning.pdf:Statistical Learning/EBB/audibert2007tuning.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Auslender2012,
+ Title = {An extended sequential quadratically constrained quadratic programming algorithm for nonlinear, semidefinite and second-order cone programming},
+ Author = {A. Auslender},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2012},
+ Pages = {1--30},
+ Volume = {xx},
+
+ File = {:Papers/Auslender2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.13}
+}
+
+@Article{Auslender2012a,
+ Title = {A very simple {SQCQP} method for a class of smooth convex constrained minimization problems with nice convergence results},
+ Author = {A. Auslender},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {1--21},
+ Volume = {xx},
+
+ File = {:Papers/Auslender2012a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Book{Auslender1976,
+ Title = {{O}ptimisation: {M}\'{e}thodes {N}um\'{e}riques},
+ Author = {A. Auslender},
+ Publisher = {Masson},
+ Year = {1976},
+
+ Address = {Paris},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.02}
+}
+
+@Article{Auslender2006,
+ Title = {Interior gradient and proximal methods for convex and conic optimization},
+ Author = {Auslender, Alfred and Teboulle, Marc},
+ Journal = {SIAM J. Opt.},
+ Year = {2006},
+ Number = {3},
+ Pages = {697--725},
+ Volume = {16},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.06}
+}
+
+@TechReport{Averick1993,
+ Title = {{C}omputing {L}arge {S}parse {J}acobian {M}atrices {U}sing {A}utomatic {D}ifferentiation},
+ Author = {Averick, B. M. and Mor{\'e}, J. J. and Bischof C. H.},
+ Institution = {Mathematics and Computer Science Division},
+ Year = {1993},
+
+ Address = {Argonne, IL},
+ Note = {Preprint MCS-P348-0193},
+
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Aybat2012,
+ Title = {A unified approach for minimizing composite norms},
+ Author = {N.S. Aybat and G. Iyengar},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {1--46},
+ Volume = {xx},
+
+ File = {:Papers/Aybat2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.13}
+}
+
+@Article{Buehlmann2013,
+ Title = {Statistical significance in high-dimensional linear models},
+ Author = {B\"{u}hlmann, Peter},
+ Journal = {Bernoulli},
+ Year = {2013},
+ Number = {4},
+ Pages = {1212--1242},
+ Volume = {19},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.28}
+}
+
+@Book{Buehlmann2011,
+ Title = {Statistics for High-Dimensional Data},
+ Author = {B\"{u}hlmann, Peter and van de Geer, Sara},
+ Publisher = {Springer},
+ Year = {2011},
+
+ Address = {Berlin},
+
+ Owner = {yhli},
+ Timestamp = {2014.01.21}
+}
+
+@Article{Buehlmann2002,
+ Title = {Boosting with the l2 -loss: Regression and classification},
+ Author = {B\"uhlmann, P. and Yu, B.},
+ Journal = {J. Amer. Stat. Assoc.},
+ Year = { 2002 },
+ Pages = {324-340},
+ Volume = {98},
+
+ File = {:Statistical Learning/bulmann02boosting.ps:PostScript;bulmann02boosting.pdf:Statistical Learning/bulmann02boosting.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.02.08}
+}
+
+@MastersThesis{Buerner2002,
+ Title = {{A}lgorithmen zur {L}\"osung von {O}ptimalsteuerungsproblemen bei der {S}ystemsch\"atzung in {E}chtzeit},
+ Author = {T. B\"urner},
+ School = {Universit\"at Heidelberg},
+ Year = {2002},
+
+ Keywords = {realtime},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bach2013a,
+ Title = {Adaptivity of averaged stochastic gradient descent to local strong convexity for logistic regression},
+ Author = {F. Bach},
+ Year = {2013},
+
+ File = {:Papers/Bach2013a.pdf:PDF},
+ Institution = {HAL 00804431},
+ Owner = {quoctd},
+ Timestamp = {2012.11.05},
+ Type = {Tech. Report}
+}
+
+@Article{Bach2011,
+ Title = {Learning with submodular functions: A convex optimization perspective},
+ Author = {Bach, Francis},
+ Journal = {arXiv preprint arXiv:1111.6453},
+ Year = {2011},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Bach2011b,
+ Title = {Shaping Level Sets with Submodular Functions.},
+ Author = {Bach, F.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2011},
+ Pages = {10--18},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bach2010,
+ Title = {Self-concordant analysis for logistic regression},
+ Author = {Bach, Francis},
+ Journal = {Elec. J. Stats.},
+ Year = {2010},
+ Pages = {384--414},
+ Volume = {4},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.04}
+}
+
+@Article{Bach2010a,
+ Title = {Convex Analysis and Optimization with Submodular Functions: a Tutorial},
+ Author = {Bach, F.},
+ Journal = {HAL Technical Report},
+ Year = {2010},
+
+ File = {bach2010convex.pdf:Statistical Learning/SPARSITY/bach2010convex.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2013.01.23}
+}
+
+@Article{Bach2010b,
+ Title = {Structured sparsity-inducing norms through submodular functions},
+ Author = {Bach, Francis},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2010},
+ Pages = {118--126},
+
+ File = {bach2010structured.pdf:Statistical Learning\\SPARSITY\\bach2010structured.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bach2008a,
+ Title = {Consistency of trace norm minimization},
+ Author = {Bach, F.R.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2008},
+ Pages = {1019--1048},
+ Volume = {9},
+
+ File = {bach2008trace.pdf:Statistical Learning/MATRIX COMPLETION/bach2008trace.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {JMLR. org},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bach2008b,
+ Title = {Consistency of the group Lasso and multiple kernel learning},
+ Author = {Bach, F.R.},
+ Journal = {J. Fourier Anal. and Apps.},
+ Year = {2008},
+ Pages = {1179--1225},
+ Volume = {9},
+
+ File = {bach2008consistency.pdf:Statistical Learning\\Kernel Learning\\bach2008consistency.pdf:PDF},
+ ISSN = {1532-4435},
+ Owner = {jmscarlett},
+ Publisher = {JMLR. org},
+ Timestamp = {2014.11.25}
+}
+
+@InBook{Bach2011a,
+ Title = {Optimization for Machine Learning},
+ Author = {Bach, F. and Jenatton, R. and Mairal, J. and Obozinski, G.},
+ Chapter = {Convex optimization with sparsity-inducing norms},
+ Editor = {Sra, S. and Nowozin, S. and Wright, S.J.},
+ Pages = {19--54},
+ Publisher = {MIT Press},
+ Year = {2011},
+
+ Journal = {Optimization for Machine Learning},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bach2012,
+ Title = {Optimization with sparsity-inducing penalties},
+ Author = {Bach, Francis and Jenatton, Rodolphe and Mairal, Julien and Obozinski, Guillaume},
+ Journal = {Found. Trends Mach. Learn.},
+ Year = {2012},
+ Number = {1},
+ Pages = {1--106},
+ Volume = {4},
+
+ Owner = {yhli},
+ Timestamp = {2014.09.05}
+}
+
+@TechReport{Bach2011c,
+ Title = {Structured sparsity through convex optimization},
+ Author = {Bach, F. and Jenatton, R. and Mairal, j. and Obozinski, G.},
+ Institution = {Arxiv preprint:1109.2397},
+ Year = {2011},
+
+ File = {bach2011structured.pdf:Statistical Learning\\SPARSITY\\bach2011structured.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2012.01.12}
+}
+
+@InProceedings{Bach2004,
+ Title = {Multiple kernel learning, conic duality, and the SMO algorithm},
+ Author = {Bach, F.R. and Lanckriet, G.R.G. and Jordan, M.I.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2004},
+ Organization = {ACM New York, NY, USA},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.02.16}
+}
+
+@Unpublished{Bach2013,
+ Title = {Non-strongly-convex smooth stochastic approximation with convergence rate ${O}(1/n)$},
+ Author = {Bach, Francis and Moulines, Eric},
+ Note = {hal-00831977, version 1},
+
+ Month = jan,
+ Year = {2013},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.02}
+}
+
+@InProceedings{Bach2008,
+ Title = {{B}olasso: Model consistent {L}asso estimation throught the bootstrap},
+ Author = {Bach, Francis R.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2008},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.11}
+}
+
+@InProceedings{Baes2009,
+ Title = {{S}emidefinite representability of the trace of totally positive{L}aurent polynomial matrix functions},
+ Author = {M. Baes},
+ Booktitle = {Proc. Conf. Sci. Comp.},
+ Year = {2009},
+ Pages = {412--418},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Baes2007,
+ Title = {{C}onvexity and differentiability properties of spectral functions and spectral mappings on {E}uclidean {J}ordan algebras},
+ Author = {M. Baes},
+ Journal = {Lin. Alg. Apps.},
+ Year = {2007},
+ Number = {2-3},
+ Pages = {664--700},
+ Volume = {422},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Baes2006,
+ Title = {{S}pectral {F}unctions and {S}moothing {T}echniques in {J}ordan{A}lgebras},
+ Author = {M. Baes},
+ School = {Universit{\'e} Catholique de Louvain, Louvain-la-Neuve, Belgium},
+ Year = {2006},
+ Month = {September},
+
+ Keywords = {OPTEC-library},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Baes2012,
+ Title = {Minimizing {L}ipschitz-continuous strongly convex functions over integer points in polytopes},
+ Author = {M. Baes and A. Del Pia and Y. Nesterov and S. Onn and R. Weismantel},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Number = {1},
+ Pages = {305--322},
+ Volume = {134},
+
+ File = {:Papers/Baes2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Bagirov2013,
+ Title = {Subgradient method for nonconvex nonsmooth optimization},
+ Author = {A.M. Bagirov and L. Jin and N. Karmitsa and A. Al Nuaimat and N. Sultanova},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2013},
+ Pages = {1--20},
+ Volume = {xx},
+
+ File = {:Papers/Bagirov2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@InProceedings{Bah2014,
+ Title = {Model-based Sketching and Recovery with Expanders},
+ Author = {Bah, B. and Baldassarre, L. and Cevher, V.},
+ Booktitle = {Proc. ACM-SIAM Symp. Disc. Alg.},
+ Year = {2014},
+ Number = {EPFL-CONF-187484},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Bajwa2007,
+ Title = {Toeplitz-structured compressed sensing matrices},
+ Author = {Bajwa, Waheed U and Haupt, Jarvis D and Raz, Gil M and Wright, Stephen J and Nowak, Robert D},
+ Booktitle = {IEEE/SP Workshop Stat. Sig. Proc.},
+ Year = {2007},
+ Organization = {IEEE},
+ Pages = {294--298},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bakker2003,
+ Title = {Task clustering and gating for bayesian multitask learning},
+ Author = {Bakker, B. and Heskes, T.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2003},
+ Pages = {83--99},
+ Volume = {4},
+
+ Address = {Cambridge, MA, USA},
+ File = {bakker03mtl.pdf:Statistical Learning/Multitask/bakker03mtl.pdf:PDF},
+ ISSN = {1533-7928},
+ Owner = {baldassarre},
+ Publisher = {MIT Press},
+ Timestamp = {2009.04.14}
+}
+
+@Article{Balakrishnan2008,
+ Title = {Asymptotic properties of the ratio of order statistics},
+ Author = {Balakrishnan, N and Stepanov, A},
+ Journal = {Statistics \& Probability Letters},
+ Year = {2008},
+ Number = {3},
+ Pages = {301--310},
+ Volume = {78},
+
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Baldassarre2012a,
+ Title = {A general framework for structured sparsity via proximal optimization},
+ Author = {L. Baldassarre},
+ Institution = {LIONS, EPFL, Switzerland},
+ Year = {2012},
+ Type = {Tech. Report},
+
+ File = {:Papers/Baldassarre2012b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.05}
+}
+
+@PhdThesis{Baldassarre2010,
+ Title = {Multi-Output Learning with Spectral Filters},
+ Author = {L. Baldassarre},
+ School = {Dipartimento di Fisica
+Universit\`{a} degli Studi di Genova},
+ Year = {2010},
+ Type = {PhD thesis},
+
+ File = {:Theses/Baldassarre2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.05}
+}
+
+@InProceedings{Baldassarre2008,
+ Title = {Vector valued regression for iron overload estimation},
+ Author = {Baldassarre, L. and Barla, A. and Gianesin, B. and Marinelli, M.},
+ Booktitle = {Int. Conf. Pattern Recog.},
+ Year = {2008},
+ Month = {Dec.},
+
+ Doi = {10.1109/ICPR.2008.4761759},
+ File = {:Statistical Learning/Vector-valued/baldassarre08vvr.pdf:PDF},
+ ISSN = {1051-4651},
+ Keywords = {biology computing, regression analysisanthropometric characteristics, body-iron burden, body-iron overload, iron overload estimation, magnetic iron detector, magnetic track, non-invasive assessment, scalar-valued regression task, vector valued regression, vector-valued feature map, vector-valued function},
+ Owner = {baldassarre},
+ Timestamp = {2009.07.01}
+}
+
+@InProceedings{Baldassarre2010a,
+ Title = {Learning how to grasp objects},
+ Author = {Baldassarre, L. and Barla, A. and Noceti, N. and Odone, F.},
+ Booktitle = {Proc. European Symp. Art. Neural Networks},
+ Year = {2010},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.21}
+}
+
+@Article{Baldassarre2013,
+ Title = {Group-Sparse Model Selection: Hardness and Relaxations},
+ Author = {Baldassarre, L. and Bhan, N. and Cevher, V. and Kyrillidis, A.},
+ Journal = {arXiv preprint arXiv:1303.3207},
+ Year = {2013},
+
+ File = {:WORK/2012 - LIONS - PERSONAL SVN/trunk/STRUCTURED SPARSITY/IEEE TRANS IT/GroupSparse-IT.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Baldassarre2012b,
+ Title = {A general framework for structured sparsity via proximal optimization},
+ Author = {Baldassarre, L. and Morales, J. and Argyriou, A. and Pontil, M.},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2012},
+
+ File = {baldassarre2012general.pdf:Statistical Learning\\SPARSITY\\baldassarre2012general.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Baldassarre2012,
+ Title = {Multi-output learning via spectral filtering},
+ Author = {L. Baldassarre and L. Rosasco and A. Barla and A. Verri},
+ Journal = {Mach. Learn.},
+ Year = {2012},
+ Pages = {259--301},
+ Volume = {87},
+
+ File = {:Papers/Baldassarre2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.05}
+}
+
+@InProceedings{Baldassarre2010b,
+ Title = {Vector Field Learning via Spectral Filtering},
+ Author = {Baldassarre, L. and Rosasco, L. and Barla, A. and Verri, A.},
+ Booktitle = {The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)},
+ Year = {2010},
+ Pages = {56--71},
+
+ File = {baldassarre2010vector.pdf:Statistical Learning\\Multitask\\baldassarre2010vector.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Baldi2001,
+ Title = {BIOINFORMATICS: The Machine Learning Approach},
+ Author = {Pierre Baldi and Søren Brunak},
+ Publisher = {The MIT Press},
+ Year = {2001},
+
+ File = {Baldi,Pierre Bioinformatics The Machine Learning Approach 2001.2Nd Ed Ocr 6.0.pdf:BIO/Baldi,Pierre Bioinformatics The Machine Learning Approach 2001.2Nd Ed Ocr 6.0.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@Article{Balsa-Canto2010,
+ Title = {An iterative identification procedure for dynamic modeling of biochemical networks},
+ Author = {Balsa-Canto, E. and Alonso, A.A. and Banga, J.R.},
+ Journal = {BMC Systems Biology},
+ Year = {2010},
+ Volume = {4},
+
+ Issue = {11},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Balsa-Canto2008,
+ Title = {Computing Optimal Dynamic Experiments for Model Calibration in Predictive Microbiology},
+ Author = {Balsa-Canto, E. and Alonso, A.A. and Banga, J.R.},
+ Journal = {J. Food. Proc. Eng.},
+ Year = {2008},
+ Pages = {186--206},
+ Volume = {31},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Banaszek1999,
+ Title = {Maximum-likelihood estimation of the density matrix},
+ Author = {K. Banaszek and G. M. D’Ariano and M. G. A. Paris and M. F. Sacchi},
+ Journal = {Phys. Rev. A.},
+ Year = {1999},
+ Number = {010304},
+ Pages = {010304-1 -- 010304-4},
+ Volume = {61},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.11}
+}
+
+@Article{Bandara2007,
+ Title = {A Mathematical Model for the Transport of Paclitaxel (Taxol) Across the Blood-Brain Barrier},
+ Author = {S. Bandara and M. Diehl and G. Fricker},
+ Journal = {Chem. Eng. Res. Design},
+ Year = {2007},
+ Number = {7},
+ Pages = {1065 - 1071},
+ Volume = {85},
+
+ Doi = {10.1205/cherd06238},
+ File = {Bandara2007.PDF:Bandara2007.PDF:PDF},
+ ISSN = {0263-8762},
+ Keywords = {blood-brain barrier},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S026387620773143X}
+}
+
+@Article{Banerjee2008,
+ Title = {Model selection through sparse maximum likelihood estimation for multivariate gaussian or binary data},
+ Author = {Banerjee, O. and El Ghaoui, L. and d'Aspremont, A.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2008},
+ Pages = {485--516},
+ Volume = {9},
+
+ Owner = {quoctd},
+ Publisher = {JMLR. org},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Bansal2007,
+ Title = {Inference of gene networks from temporal gene expression profiles},
+ Author = {Bansal, M. and di Bernardo, D.},
+ Journal = {Systems Biology, IET},
+ Year = {2007},
+ Pages = {306-312},
+ Volume = {1},
+
+ File = {:/Users/baldassarre/Documents/Scienza/BIO/Gene Expression/bansal07genetworklin.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2009.04.29}
+}
+
+@Article{Bansal2004,
+ Title = {{C}orrelation {C}lustering},
+ Author = {N. Bansal and A. Blum and S. Chawla},
+ Journal = {Mach. Learn.},
+ Year = {2004},
+ Pages = {89--113},
+ Volume = {56},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Bansal2002a,
+ Title = {Correlation clustering},
+ Author = {N. Bansal and A. Blum and S. Chawla},
+ Booktitle = {Proc. Symp. Found. Computer Science},
+ Year = {2002},
+
+ Owner = {quoctd},
+ Timestamp = {2013.03.15}
+}
+
+@Article{Baraniuk2007,
+ Title = {Compressive sensing},
+ Author = {Baraniuk, R.G.},
+ Journal = {IEEE Sig. Proc. Mag.},
+ Year = {2007},
+ Number = {4},
+ Pages = {118--121},
+ Volume = {24},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Baraniuk1999,
+ Title = {Optimal tree approximation with wavelets},
+ Author = {Baraniuk, R.},
+ Booktitle = {SPIE's International Symposium on Optical Science, Engineering, and Instrumentation},
+ Year = {1999},
+ Organization = {International Society for Optics and Photonics},
+ Pages = {196--207},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Baraniuk2010,
+ Title = {Model-Based Compressive Sensing},
+ Author = {Baraniuk, R.G. and Cevher, V. and Duarte, M.F. and Hegde, C.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2010},
+
+ Month = {April},
+ Number = {4},
+ Pages = {1982-2001},
+ Volume = {56},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Article{Baraniuk2010b,
+ Title = {Low-dimensional models for dimensionality reduction and signal recovery: A geometric perspective},
+ Author = {Baraniuk, R.G. and Cevher, V. and Wakin, M.B.},
+ Journal = {Proc. IEEE},
+ Year = {2010},
+ Number = {6},
+ Pages = {959--971},
+ Volume = {98},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Baraniuk2008,
+ Title = {A simple proof of the restricted isometry property for random matrices},
+ Author = {Baraniuk, Richard and Davenport, Mark and DeVore, Ronald and Wakin, Michael},
+ Journal = {Constructive Approx.},
+ Year = {2008},
+ Number = {3},
+ Pages = {253--263},
+ Volume = {28},
+
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Baraniuk2002,
+ Title = {Near best tree approximation},
+ Author = {Baraniuk, R. and DeVore, R. and Kyriazis, G. and Yu, X.},
+ Journal = {Adv. Comp. Math.},
+ Year = {2002},
+ Number = {4},
+ Pages = {357--373},
+ Volume = {16},
+
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Baraniuk1994,
+ Title = {A signal-dependent time-frequency representation: fast algorithm for optimal kernel design},
+ Author = {Baraniuk, R.G. and Jones, D.L.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {1994},
+ Number = {1},
+ Pages = {134-146},
+ Volume = {42},
+
+ Doi = {10.1109/78.258128},
+ ISSN = {1053-587X},
+ Keywords = {linear programming;linear systems;signal processing;time-frequency analysis;tree data structures;bilinear time-frequency distributions;fast algorithm;linear program;optimal kernel design;optimization formulation;running time;signal-dependent time-frequency representation;sorting;tree structure;Algorithm design and analysis;Constraint optimization;Cost function;Distributed computing;Kernel;Signal analysis;Signal design;Sorting;Time frequency analysis;Tree data structures},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Barbero2011,
+ Title = {Fast Newton-type methods for total variation regularization},
+ Author = {Barbero, A. and Sra, S.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2011},
+ Pages = {313--320},
+
+ File = {barbero2011fast.pdf:Optimization\\barbero2011fast.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Barlett2002,
+ Title = {{R}ademacher and {G}aussian complexities: Risk bounds and structural results},
+ Author = {Barlett, Peter L. and Mendelson, Shahar},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2002},
+ Volume = {3},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.02}
+}
+
+@Book{Barner2002,
+ Title = {{A}nalysis {I}},
+ Author = {M. Barner and F. Flohr},
+ Publisher = {de Gruyter},
+ Year = {2002},
+
+ Address = {Berlin},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Baron2011,
+ Title = {Universal {MAP} estimation in compressed sensing},
+ Author = {Baron, D. and Duarte, M.F.},
+ Booktitle = {Allerton Conf. on Comm., Control and Comp.},
+ Year = {2011},
+ Month = {Sept.},
+ Pages = {768-775},
+
+ Owner = {jmscarlett}
+}
+
+@Book{Barrett1994,
+ Title = {Templates for the Solution of Linear Systems: Building Blocks for Iterative Methods.},
+ Author = {Barrett, R. and Berry, M. and Chan, T. and Demmel, J. and Donato, J. and Dongarra, Jack and Eijkhout, V. and Pozo, R. and Romine, C. and Der, H.},
+ Publisher = {Philadalphia: Society for Industrial and Applied Mathematics. Also available as postscript file on http://www.netlib.org\/templates\/Templates.html},
+ Year = {1994},
+
+ Abstract = {how the templates and {BLAS} software can be obtained. A glossary of important terms used in the book is also provided. The field of iterative methods for solving systems of linear equations is in constant flux, with new methods and approaches continually being created, modified, tuned, and some eventually discarded. We expect the material in this book to undergo changes from time to time as some of these new approaches mature and become the state-ofthe -art. Therefore, we plan to update the...},
+ File = {Barrett1994.pdf:Barrett1994.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.56.3809}
+}
+
+@Article{Barron1994,
+ Title = {Performance of optical flow techniques},
+ Author = {Barron, JL and Fleet, DJ and Beauchemin, SS},
+ Journal = {Int. J. Comp. Vision},
+ Year = {1994},
+ Number = {1},
+ Pages = {43--77},
+ Volume = {12},
+
+ File = {:VC/barron94performance.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Springer},
+ Timestamp = {2009.08.18}
+}
+
+@Article{Bartlett2002a,
+ Title = {Rademacher and Gaussian complexities: Risk bounds and structural results},
+ Author = {Bartlett, P.L. and Mendelson, S.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2002},
+ Number = {3},
+ Pages = {463--482},
+ Volume = {3},
+
+ File = {bartlett2002rademacher.pdf:Statistical Learning/bartlett2002rademacher.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Springer},
+ Timestamp = {2010.01.05}
+}
+
+@Article{Bartlett2006,
+ Title = {Convexity, classification, and risk bounds},
+ Author = {Bartlett, Peter L. and Jordan, Michael I. and McAuliffe, Jon D.},
+ Journal = {J. Amer. Math. Assoc.},
+ Year = {2006},
+
+ Month = mar,
+ Number = {473},
+ Pages = {138--156},
+ Volume = {101},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.24}
+}
+
+@TechReport{Bartlett2003,
+ Title = {Convexity, Classification, and Risk Bounds},
+ Author = {P. L. Bartlett and M. I. Jordan and J. D. McAuliffe},
+ Institution = {University of California, Berkeley},
+ Year = {2003},
+
+ File = {Bartlett03ConvexityBounds.pdf:Statistical Learning/Bartlett03ConvexityBounds.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@Article{Barzilai1988,
+ Title = {{Two-Point Step Size Gradient Methods}},
+ Author = {Barzilai, J. and Borwein, J. M.},
+ Journal = {IMA J. Numer. Anal.},
+ Year = {1988},
+
+ Month = jan,
+ Number = {1},
+ Pages = {141--148},
+ Volume = {8},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Batschelet1980,
+ Title = {{E}inf\"uhrung in die {M}athematik f\"ur {B}iologen},
+ Author = {E. Batschelet},
+ Publisher = {Springer},
+ Year = {1980},
+
+ Address = {Heidelberg},
+ Note = {Sehr sch\"one Beispiele},
+
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bauer2005,
+ Title = {Estimating Linear Dynamical Systems Using Subspace Methods},
+ Author = {Bauer, Dietmar},
+ Journal = {Econometric Theory},
+ Year = {2005},
+
+ Month = {February},
+ Note = {available at http://ideas.repec.org/a/cup/etheor/v21y2005i01p181-211.html},
+ Number = {01},
+ Pages = {181-211},
+ Volume = {21},
+
+ File = {Bauer05Subspace.pdf:Statistics/Bauer05Subspace.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bauer2007,
+ Title = {On regularization algorithms in learning theory},
+ Author = {Bauer, Frank and Pereverzev, Sergei and Rosasco, Lorenzo},
+ Journal = {J. Complex.},
+ Year = {2007},
+ Number = {1},
+ Pages = {52--72},
+ Volume = {23},
+
+ Address = {Orlando, FL, USA},
+ Doi = {http://dx.doi.org/10.1016/j.jco.2006.07.001},
+ File = {:Statistical Learning/bauer07regularization.pdf:PDF},
+ ISSN = {0885-064X},
+ Owner = {Luca},
+ Publisher = {Academic Press, Inc.},
+ Timestamp = {2008.08.13}
+}
+
+@PhdThesis{Bauer1999,
+ Title = {{N}umerische {V}erfahren zur {L}\"osung von {A}nfangswertaufgaben und zur {G}enerierung von ersten und zweiten {A}bleitungen mit {A}nwendungen bei {O}ptimierungsaufgaben in {C}hemie und {V}erfahrenstechnik},
+ Author = {I. Bauer},
+ School = {Universit\"at Heidelberg},
+ Year = {1999},
+
+ File = {Bauer1999.pdf:Bauer1999.pdf:PDF},
+ Keywords = {agbock DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.ub.uni-heidelberg.de/archiv/1513}
+}
+
+@Article{Bauer2000,
+ Title = {{N}umerical methods for optimum experimental design in {DAE} systems},
+ Author = {I. Bauer and H.G. Bock and S. K\"orkel and J.P. Schl\"oder},
+ Journal = {J. Comp. App. Math.},
+ Year = {2000},
+ Number = {1-2},
+ Pages = {1--15},
+ Volume = {120},
+
+ File = {Bauer2000.pdf:Bauer2000.pdf:PDF},
+ Keywords = {agbock DAE experimental design},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Misc{Bauer1999a,
+ Title = {{DAESOL} -- a {BDF}-code for the numerical solution of differential algebraic equations},
+
+ Author = {I. Bauer and H.G. Bock and J.P. Schl\"oder},
+ HowPublished = {Internal report, IWR, SFB 359, Universit\"at Heidelberg},
+ Year = {1999},
+
+ File = {Bauer1999a.pdf:Bauer1999a.pdf:PDF},
+ Keywords = {agbock DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bauer1997,
+ Title = {{S}imulation of chemical reactions and dust destruction in protoplanetary accretion discs},
+ Author = {I. Bauer and F. Finocchi and W.J. Duschl and H.-P. Gail and J.P. Schl\"oder},
+ Journal = {Astron. Astrophys.},
+ Year = {1997},
+ Pages = {273--289},
+ Volume = {317},
+
+ Keywords = {agbock DAE chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bausa2001,
+ Title = {{D}etailed {M}odeling of {S}tationary and {T}ransient {M}ass {T}ransfer {A}cross {P}ervaporation {M}embranes},
+ Author = {J. Bausa and W. Marquardt},
+ Journal = {{AIChE} Journal},
+ Year = {2001},
+ Number = {6},
+ Pages = {1318--1332},
+ Volume = {47},
+
+ Keywords = {chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Bauschke2011,
+ Title = {Convex analysis and monotone operator thoery in {H}ilbert spaces},
+ Author = {Bauschke, Heinz H. and Combettes, Patrick L.},
+ Publisher = {Springer},
+ Year = {2011},
+
+ Address = {New York, NY},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.07}
+}
+
+@Book{Baxevanis2001,
+ Title = {Bioinformatics: A Practical Guide to the Analysis of Genes and Proteins, Second Edition},
+ Author = {Andreas D. Baxevanis and B. F. Francis Ouellette},
+ Publisher = {Wiley-Interscience},
+ Year = {2001},
+
+ File = {Bioinformatics - Computational Genetics - Wiley.pdf:BIO/Bioinformatics - Computational Genetics - Wiley.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@Article{Baxter2000,
+ Title = {A model of inductive bias learning},
+ Author = {Baxter, J.},
+ Journal = {J. Art. Int. Res.},
+ Year = {2000},
+ Pages = {149--198},
+ Volume = {12},
+
+ File = {baxter2000model.pdf:Statistical Learning/Multitask/baxter2000model.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Citeseer},
+ Timestamp = {2010.01.05}
+}
+
+@Book{Bazaara1979,
+ Title = {{N}onlinear {P}rogramming: {T}heory and {A}pplications},
+ Author = {Bazaara, M.S. and C.M. Shetty},
+ Publisher = {Wiley},
+ Year = {1979},
+
+ Address = {New York},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Beal2005,
+ Title = {A Bayesian approach to reconstructing genetic regulatory networks with hidden factors.},
+ Author = {Matthew J Beal and Francesco Falciani and Zoubin Ghahramani and Claudia Rangel and David L Wild},
+ Journal = {Bioinformatics},
+ Year = {2005},
+
+ Month = {Feb},
+ Number = {3},
+ Pages = {349--356},
+ Volume = {21},
+
+ Abstract = {MOTIVATION: We have used state-space models (SSMs) to reverse engineer transcriptional networks from highly replicated gene expression profiling time series data obtained from a well-established model of T cell activation. SSMs are a class of dynamic Bayesian networks in which the observed measurements depend on some hidden state variables that evolve according to Markovian dynamics. These hidden variables can capture effects that cannot be directly measured in a gene expression profiling experiment, for example: genes that have not been included in the microarray, levels of regulatory proteins, the effects of mRNA and protein degradation, etc. RESULTS: We have approached the problem of inferring the model structure of these state-space models using both classical and Bayesian methods. In our previous work, a bootstrap procedure was used to derive classical confidence intervals for parameters representing 'gene-gene' interactions over time. In this article, variational approximations are used to perform the analogous model selection task in the Bayesian context. Certain interactions are present in both the classical and the Bayesian analyses of these regulatory networks. The resulting models place JunB and JunD at the centre of the mechanisms that control apoptosis and proliferation. These mechanisms are key for clonal expansion and for controlling the long term behavior (e.g. programmed cell death) of these cells. AVAILABILITY: Supplementary data is available at http://public.kgi.edu/wild/index.htm and Matlab source code for variational Bayesian learning of SSMs is available at http://www.cse.ebuffalo.edu/faculty/mbeal/software.html.},
+ Doi = {10.1093/bioinformatics/bti014},
+ File = {Beal05.pdf:BIO/Beal05.pdf:PDF},
+ Keywords = {Bayes Theorem; Computer Simulation; Gene Expression Profiling; Gene Expression Regulation; Markov Chains; Models, Genetic; Models, Statistical; Oligonucleotide Array Sequence Analysis; Signal Transduction; Transcription Factors},
+ Owner = {luca},
+ Pii = {bti014},
+ Pmid = {15353451},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/bti014}
+}
+
+@InProceedings{Beccuti2006,
+ Title = {A distributed solution approach to centralized emergency voltage control},
+ Author = {Beccuti, A.G. and Morari, M.},
+ Booktitle = {Amer. Control Conf. (ACC)},
+ Year = {2006},
+ Month = {june},
+ Pages = {6},
+
+ Doi = {10.1109/ACC.2006.1657251},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Beck2010,
+ Title = {A sequential parametric convex approximation method
+with applications to nonconvex truss topology design
+problems},
+ Author = {A. Beck and A. Ben-Tal and L. Tetruashvili},
+ Journal = {J. Global Opt.},
+ Year = {2010},
+ Pages = {29--51},
+ Volume = {47},
+
+ File = {:Papers/Beck2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Beck2012b,
+ Title = {Sparsity Constrained Nonlinear Optimization: Optimality Conditions and Algorithms},
+ Author = {A. Beck and Y.C. Eldar},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Beck2012b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{Beck2012,
+ Title = {On the solution of the {GPS} localization and circle fitting problems},
+ Author = {A. Beck and D. Pan},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {1},
+ Pages = {108--134},
+ Volume = {22},
+
+ File = {:Papers/Beck2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Beck2014,
+ Title = {A fast dual proximal gradient algorithm for convex minimization and applications},
+ Author = {A. Beck and M. Teboulle},
+ Journal = {Oper. Res. Lett.},
+ Year = {2014},
+ Number = {1},
+ Pages = {1--6},
+ Volume = {42},
+
+ Owner = {quoctd},
+ Timestamp = {2014.03.14}
+}
+
+@Article{Beck2012a,
+ Title = {Smoothing and First Order Methods: A Unified Framework},
+ Author = {A. Beck and M. Teboulle},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {2},
+ Pages = {557--580},
+ Volume = {22},
+
+ File = {:Papers/Beck2012a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{Beck2009,
+ Title = {A fast iterative shrinkage-thresholding algorithm for linear inverse problems},
+ Author = {Beck, Amir and Teboulle, Marc},
+ Journal = {SIAM J. Imaging Sci.},
+ Year = {2009},
+ Number = {1},
+ Pages = {183--202},
+ Volume = {2},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.13}
+}
+
+@Article{Beck2009a,
+ Title = {{A} {F}ast {I}terative {S}hrinkage-{T}hresholding {A}lgorithm for {L}inear {I}nverse {P}roblems},
+ Author = {Beck, A. and Teboulle, M.},
+ Journal = {SIAM J. Imaging Sciences},
+ Year = {2009},
+ Number = {1},
+ Pages = {183--202},
+ Volume = {2},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.28}
+}
+
+@Article{Beck2009b,
+ Title = {Fast gradient-based algorithms for constrained total variation image denoising and deblurring problems},
+ Author = {A. Beck and M. Teboulle},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2009},
+ Number = {11},
+ Pages = {2419--2434},
+ Volume = {18},
+
+ Owner = {quoctd},
+ Timestamp = {2013.03.15}
+}
+
+@Article{Beck2003,
+ Title = {Mirror descent and nonlinear projected subgradient methods for convex optimization},
+ Author = {Beck, Amir and Teboulle, Marc},
+ Journal = {Oper. Res. Lett.},
+ Year = {2003},
+ Pages = {167--175},
+ Volume = {31},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.18}
+}
+
+@Book{Beck-Bornholdt2001,
+ Title = {{D}er {H}und, der {E}ier legt. {E}rkennen von {F}ehlinformation durch {Q}uerdenken},
+ Author = {H.-P. Beck-Bornholdt and H.-H. Dubben and I. Hoffmann},
+ Publisher = {Rowohlt Taschenbuch},
+ Year = {2001},
+
+ Address = {Reinbek},
+ Edition = {2},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Becker2004,
+ Title = {{N}umerical parameter estimation for chemical models in multidimensional reactive flows},
+ Author = {R. Becker and M. Braack and B. Vexler},
+ Journal = {Combustion Theory and Modelling},
+ Year = {2004},
+ Number = {4},
+ Pages = {661--682},
+ Volume = {8},
+
+ Keywords = {chemistry parameter estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Becker2011c,
+ Title = {NESTA: a fast and accurate first-order method for sparse recovery},
+ Author = {Becker, S. and Bobin, J. and Cand{\`e}s, E.J.},
+ Journal = {SIAM Journal on Imaging Sciences},
+ Year = {2011},
+ Number = {1},
+ Pages = {1--39},
+ Volume = {4},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Becker2011b,
+ Title = {{NESTA}: a fast and accurate first-order method for sparse recovery},
+ Author = {S. Becker and J. Bobin and E.J. Cand\`{e}s},
+ Journal = {SIAM J. Imaging Sci.},
+ Year = {2011},
+ Number = {1},
+ Pages = {1--39},
+ Volume = {4},
+
+ File = {:Papers/Becker2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Becker2011,
+ Title = {Templates for convex cone problems with applications to sparse signal recovery},
+ Author = {Becker, Stephen and Candès, Emmanuel and Grant, Michael},
+ Journal = {Math. Prog. Comp.},
+ Year = {2011},
+ Note = {10.1007/s12532-011-0029-5},
+ Pages = {1-54},
+
+ Affiliation = {Applied and Computational Mathematics, California Institute of Technology, Pasadena, CA 91125, USA},
+ File = {becker2010templates.pdf:Optimization/becker2010templates.pdf:PDF},
+ ISSN = {1867-2949},
+ Keyword = {Mathematics},
+ Owner = {jmscarlett},
+ Publisher = {Springer Berlin / Heidelberg},
+ Timestamp = {2014.11.25},
+ Url = {http://dx.doi.org/10.1007/s12532-011-0029-5}
+}
+
+@Article{Becker2012c,
+ Title = {Sparse projections onto the simplex},
+ Author = {Becker, S. and Cevher, V. and Koch, C. and Kyrillidis, A.},
+ Journal = {arXiv preprint arXiv:1206.1529},
+ Year = {2012},
+
+ File = {becker2012sparse.pdf:Optimization/becker2012sparse.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Becker2013,
+ Title = {An Algorithm for Splitting Parallel Sums of Linearly Composed Monotone Operators, with Applications to Signal Recovery},
+ Author = {Becker, Stephen and Combettes, Patrick L},
+ Journal = {arXiv preprint arXiv:1305.5828},
+ Year = {2013},
+
+ File = {becker2013algorithm.pdf:Optimization/becker2013algorithm.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Conference{Becker2012,
+ Title = {A quasi-{N}ewton proximal splitting method},
+ Author = {S. Becker and M.J. Fadili},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2012},
+
+ File = {:Papers/Becker2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@TechReport{Becker2012a,
+ Title = {A quasi-Newton proximal splitting method},
+ Author = {S. Becker and M.J. Fadili},
+ Institution = {LJLL, CNRS-UPMC, Paris France},
+ Year = {2012},
+ Type = {Tech. Report},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.30}
+}
+
+@Article{Beer2004,
+ Title = {Predicting gene expression from sequence.},
+ Author = {Michael A Beer and Saeed Tavazoie},
+ Journal = {Cell},
+ Year = {2004},
+
+ Month = {Apr},
+ Number = {2},
+ Pages = {185--198},
+ Volume = {117},
+
+ Abstract = {We describe a systematic genome-wide approach for learning the complex combinatorial code underlying gene expression. Our probabilistic approach identifies local DNA-sequence elements and the positional and combinatorial constraints that determine their context-dependent role in transcriptional regulation. The inferred regulatory rules correctly predict expression patterns for 73\% of genes in Saccharomyces cerevisiae, utilizing microarray expression data and sequences in the 800 bp upstream of genes. Application to Caenorhabditis elegans identifies predictive regulatory elements and combinatorial rules that control the phased temporal expression of transcription factors, histones, and germline specific genes. Successful prediction requires diverse and complex rules utilizing AND, OR, and NOT logic, with significant constraints on motif strength, orientation, and relative position. This system generates a large number of mechanistic hypotheses for focused experimental validation, and establishes a predictive dynamical framework for understanding cellular behavior from genomic sequence.},
+ File = {Beer04Predicting Gene Expr from Seq.pdf:BIO/Beer04Predicting Gene Expr from Seq.pdf:PDF},
+ Keywords = {Animals; Base Sequence; Bayes Theorem; Cae; Gene Expression Profiling; Gene Expression Regulation; Genes; Genome; Models, Statistical; Multigene Family; Oligonu; Predictive Value of Tests; Recombination, Genetic; Reproducibility of Results; Saccharomyces cerevisiae; Transcription Factors; cleotide Array Sequence Analysis; norhabditis elegans},
+ Owner = {luca},
+ Pii = {S0092867404003046},
+ Pmid = {15084257},
+ Timestamp = {2007.01.25}
+}
+
+@PhdThesis{Belkin2003,
+ Title = {Problems of Learning on Manifolds},
+ Author = {Belkin},
+ School = {University of Chicago},
+ Year = {2003},
+
+ File = {Belkin - Problems of learning on manifolds.pdf:Statistical Learning/Belkin - Problems of learning on manifolds.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@TechReport{Belkin2002,
+ Title = {Laplacian Eigenmaps for Dimensionality Reduction and Data Representation},
+ Author = {Belkin and Niyogi},
+ Year = {2002},
+
+ File = {BelkinNiyogi03Laplacian.pdf:Statistical Learning/BelkinNiyogi03Laplacian.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Article{Belloni2011,
+ Title = {Square-root lasso: {P}ivotal recovery of sparse signals via conic programming},
+ Author = {A. Belloni and V. Chernozhukov and L. Wang},
+ Journal = {Biometrika},
+ Year = {2011},
+ Number = {4},
+ Pages = {791--806},
+ Volume = {94},
+
+ Owner = {quoctd},
+ Timestamp = {2014.01.27}
+}
+
+@Article{Belloni2013,
+ Title = {Honest confidence regions for a regression parameter in logistic regression with a large number of controls},
+ Author = {Belloni, Alexandre and Chernozhukov, Victor and Wei, Ying},
+ Year = {2013},
+
+ Month = aug,
+ Note = {arXiv:1304.3996v2 [stat.ME]},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.13}
+}
+
+@Article{Bemporad2003,
+ Title = {{M}in-max {C}ontrol of {C}onstrained {U}ncertain {D}iscrete-{T}ime {L}inear {S}ystems},
+ Author = {Bemporad, A. and F. Borrelli and M. Morari},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2003},
+ Note = {in press},
+
+ File = {Bemporad2003.pdf:Bemporad2003.pdf:PDF},
+ Keywords = {optimal control robust hybrid},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bemporad2002,
+ Title = {{M}odel {P}redictive {C}ontrol {B}ased on {L}inear {P}rogramming - {T}he {E}xplicit {S}olution},
+ Author = { Bemporad, A. and Borrelli, F. and Morari, M.},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2002},
+ Number = {12},
+ Pages = {1974--1985},
+ Volume = {47},
+
+ Keywords = {optimal control robust hybrid NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Bemporad1999,
+ Title = {{T}he {E}xplicit {S}olution of {C}onstrained {LP}-{B}ased {R}eceding {H}orizon {C}ontrol},
+ Author = {A. Bemporad and F. Borrelli and M. Morari},
+ Booktitle = {Proc. {IEEE} Conf. Decision and Control},
+ Year = {1999},
+
+ Address = {Sydney, Australia},
+
+ Keywords = {optimal control robust hybrid realtime},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Bemporad2000,
+ Title = {{P}redictive {C}ontrol of {C}onstrained {H}ybrid {S}ystems},
+ Author = {Bemporad, A. and Morari, M.},
+ Booktitle = {Nonlinear Predictive Control},
+ Year = {2000},
+
+ Address = {Basel Boston Berlin},
+ Editor = {F. Allg\"ower and A. Zheng},
+ Pages = {71--98},
+ Publisher = {Birkh\"auser},
+ Series = {Progress in Systems Theory},
+ Volume = {26},
+
+ Key = {ISBN 3-7643-6297-9},
+ Keywords = {optimal control robust hybrid NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Bemporad1999a,
+ Title = {{R}obust model predictive control: {A} survey},
+ Author = {A. Bemporad and M. Morari},
+ Booktitle = {Robustness in Identification and Control},
+ Publisher = {Springer-Verlag},
+ Year = {1999},
+ Editor = {A. Garulli and A. Tesi and A. Vicino},
+ Number = { 245},
+ Pages = { 207--226},
+ Series = {Lecture Notes in Control and Information Sciences},
+
+ Keywords = {optimal control robust hybrid},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bemporad1999b,
+ Title = {{C}ontrol of systems integrating logic, dynamics, and constraints},
+ Author = {A. Bemporad and M. Morari},
+ Journal = {Automatica},
+ Year = {1999},
+ Number = {3},
+ Pages = {407--427},
+ Volume = {35},
+
+ File = {Bemporad1999b.pdf:Bemporad1999b.pdf:PDF},
+ Keywords = {optimal control robust hybrid},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bemporad2009,
+ Title = {Multiobjective model predictive control},
+ Author = {Alberto Bemporad and David Muñoz de la Peña},
+ Journal = {Automatica},
+ Year = {2009},
+ Number = {12},
+ Pages = {2823 - 2830},
+ Volume = {45},
+
+ Doi = {10.1016/j.automatica.2009.09.032},
+ File = {Bemporad2009.pdf:Bemporad2009.pdf:PDF},
+ ISSN = {0005-1098},
+ Keywords = {Model predictive control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0005109809004427}
+}
+
+@Article{Bengio2009,
+ Title = {Learning deep architectures for {AI}},
+ Author = {Bengio, Y.},
+ Journal = {Found. Trends Mach. Learn.},
+ Year = {2009},
+ Number = {1},
+ Pages = {1--127},
+ Volume = {2},
+
+ Owner = {jmscarlett},
+ Publisher = {Now Publishers Inc.},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bengio2013,
+ Title = {Representation Learning: A Review and New Perspectives},
+ Author = {Bengio, Y. and Courville, A and Vincent, P.},
+ Journal = {IEEE Trans. Patt. Analysis and Mach. Intel.},
+ Year = {2013},
+
+ Month = {Aug.},
+ Number = {8},
+ Pages = {1798-1828},
+ Volume = {35},
+
+ Doi = {10.1109/TPAMI.2013.50},
+ ISSN = {0162-8828},
+ Owner = {jmscarlett}
+}
+
+@InBook{Bennett2003,
+ Title = {Advances in Learning Theory, Methods, Models and Applications},
+ Author = {Bennett, K.P. and Embrechts, M.J.},
+ Chapter = {An Optimization Perspective on Kernel Partial Least Squares Regression},
+ Editor = {Suykens, J.A.K. and Horvath, G. and Basu, S. and Micchelli, C. and Vandewalle, J.},
+ Pages = {227-250},
+ Publisher = {IOS Press},
+ Year = {2003},
+
+ File = {bennett03kpls.pdf:Statistical Learning/Vector-valued/bennett03kpls.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.06.20}
+}
+
+@Book{Benson1993,
+ Title = {{P}olynomial invariants of finite groups},
+ Author = {Benson, D.J.},
+ Publisher = {Cambridge University Press},
+ Year = {1993},
+
+ Address = {Cambridge},
+
+ ISBN = {0-521-45886-2},
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Pages = {x+118},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ben-Tal2001b,
+ Title = {The ordered subsets mirror descent optimization method with applications to tomography},
+ Author = {A. Ben-Tal and T. Margalit and A. Nemirovski},
+ Journal = {SIAM J. Opt.},
+ Year = {2001},
+ Pages = {79--108},
+ Volume = {12},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Book{Ben-Tal2001c,
+ Title = {Lectures on Modern Convex Optimization: Analysis, Algorithms, and Engineering Applications},
+ Author = {A. Ben-Tal and A.K. Nemirovski},
+ Editor = {Philadelphia},
+ Publisher = {SIAM},
+ Year = {2001},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Ben-Tal2012,
+ Title = {Solving large scale polynomial convex problems on $l_1$/nuclear norm balls by randomized first-order algorithms},
+ Author = {A. Ben-Tal and A. Nemirovski},
+ Journal = {Arxiv.org},
+ Year = {2012},
+ Number = {Faculty of Industrial Engineering and Management, Technion
+Technion city, Haifa 32000, Israel},
+ Pages = {1--29},
+ Volume = {xx},
+
+ File = {:Papers/Ben-Tal2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26},
+ Url = {http://arxiv.org/abs/1210.6853}
+}
+
+@Article{Ben-Tal1996,
+ Title = {Hidden convexity in some nonconvex quadratically constrained quadratic programming},
+ Author = {Ben-Tal, A. and Teboulle, M.},
+ Journal = {Math. Program.},
+ Year = {1996},
+ Pages = {51--63},
+ Volume = {72},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.28}
+}
+
+@Article{Ben-Tal1997,
+ Title = {Penalty-barrier multiplier methods for convex programming problems},
+ Author = {A. Ben-Tal and M. Zibulevsky},
+ Journal = {SIAM J. Opt.},
+ Year = {1997},
+ Number = {2},
+ Pages = {347--366},
+ Volume = {7},
+
+ File = {:Papers/Ben-Tal1997.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Benzi2002,
+ Title = {{P}reconditioning {T}echniques for {L}arge {L}inear {S}ystems: {A} {S}urvey},
+ Author = {Benzi, M.},
+ Journal = {J. Comp. Phys.},
+ Year = {2002},
+ Pages = {418--477},
+ Volume = {182},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Benzi2000,
+ Title = {{O}rderings for {F}actorized {S}parse {A}pproximate {I}nverse {P}reconditioners},
+ Author = {Benzi, M. and Tuma, M.},
+ Journal = {{SIAM} J. Sci. Comp.},
+ Year = {2000},
+ Number = {5},
+ Pages = {1851--1868},
+ Volume = {21},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Berg2007,
+ Title = {Sparco: {A} testing framework for sparse reconstruction},
+ Author = {E. {van den} Berg and M. P. Friedlander and G. Hennenfent and F. Herrmann and R. Saab and {\"O}. Y{\i}lmaz},
+ Institution = {Dept. Computer Science},
+ Year = {2007},
+
+ Address = {University of British Columbia, Vancouver},
+ Month = {October},
+ Number = {TR-2007-20},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.16}
+}
+
+@Article{Berg2012,
+ Title = {A single-photon sampling architecture for solid-state imaging sensors},
+ Author = {van den Berg, E. and Candes, E. and Chinn, G. and Levin, C. and Olcott, P. and Sing-Long, C.},
+ Journal = {Stat - Stanford - Technical Report},
+ Year = {2012},
+
+ File = {vandenberg2012single.pdf:COMPRESSIVE SENSING/vandenberg2012single.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2013.04.22}
+}
+
+@Article{Berg1990,
+ Title = {{C}hemotaxis of {B}acteria in {G}lass {C}apillary {A}rrays},
+ Author = {H.C. Berg and L. Turner},
+ Journal = {Biophysical Journal},
+ Year = {1990},
+ Pages = {919},
+ Volume = {58},
+
+ File = {Berg1990.pdf:Berg1990.pdf:PDF},
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Berinde2008,
+ Title = {Combining geometry and combinatorics: a unified approach to sparse signal recovery},
+ Author = {Berinde, R. and Gilbert, A. C. and Indyk, P. and Karloff, H. and Strauss, M. J.},
+ Booktitle = {Allerton Conf. on Comm., Control and Comp.},
+ Year = {2008},
+ Month = sep,
+ Pages = {798--805},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.01}
+}
+
+@InProceedings{Berkes2007,
+ Title = {On Sparsity and Overcompleteness in Image Models},
+ Author = {Berkes, Pietro and Turner, Richard and Sahani, Maneesh},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2007},
+
+ File = {berkes07sparsity.pdf:VC/berkes07sparsity.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.02.12}
+}
+
+@Article{Bernaerts2002,
+ Title = {Optimal temperature input design for estimation of the {R}atkowsky {S}quare {R}oot model parameters: parameter accuracy and model validity restrictions},
+ Author = {Bernaerts, K. and Servaes, R.D. and Kooyman, S. and Versyck, K.J. and Van Impe, J.F.},
+ Journal = {Int. J. Food. Microbiology},
+ Year = {2002},
+ Number = {2--3},
+ Pages = {145--157},
+ Volume = {73},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bertsekas2011,
+ Title = {Incremental proximal methods for large scale convex optimization},
+ Author = {Bertsekas, D.P.},
+ Journal = {Math. Program.},
+ Year = {2011},
+ Number = {2},
+ Pages = {163--195},
+ Volume = {129},
+
+ Owner = {quoctd},
+ Timestamp = {2012.08.18}
+}
+
+@Article{Bertsekas2011a,
+ Title = {Incremental gradient, subgradient, and proximal methods for convex optimization: A survey},
+ Author = {D.P. Bertsekas},
+ Journal = {Optimization for Machine Learning},
+ Year = {2011},
+ Pages = {1--38},
+ Volume = {xx},
+
+ File = {:Papers/Bertsekas2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{Bertsekas1982,
+ Title = {Projected Newton methods for optimization problems with simple constraints},
+ Author = {Bertsekas, D.},
+ Journal = {SIAM Journal on control and Optimization},
+ Year = {1982},
+ Number = {2},
+ Pages = {221--246},
+ Volume = {20},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bertsekas1979,
+ Title = {{C}onvexification {P}rocedures and {D}ecomposition {M}ethods for {N}onconvex {O}ptimization {P}roblems},
+ Author = {Bertsekas, D.P.},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1979},
+ Number = {2},
+ Pages = {169--197},
+ Volume = {29},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.07}
+}
+
+@Book{Bertsekas1996b,
+ Title = {{S}tochastic {O}ptimal {C}ontrol: {T}he {D}iscrete {T}ime {C}ase},
+ Author = {Bertsekas, D.P. and Shreve, S.E.},
+ Publisher = {Athena Scientific},
+ Year = {1996},
+
+ Address = {Belmont, MA},
+
+ Keywords = {optimal control, OPTEC-library},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@Book{Bertsekas1996a,
+ Title = {{N}euro-{D}ynamic {P}rogramming},
+ Author = {Bertsekas, D.P. and Tsitsiklis, J.N.},
+ Publisher = {Athena Scientific},
+ Year = {1996},
+
+ Address = {Belmont, MA},
+
+ Keywords = {optimal control, OPTEC-library},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@Article{Bertsekas1991,
+ Title = {{S}ome {A}spects of {P}arallel and {D}istributed {I}terative {A}lgorithms - {A} {S}urvey},
+ Author = {D.P. Bertsekas and J.N. Tsitsiklis},
+ Journal = {Automatica},
+ Year = {1991},
+ Number = {1},
+ Pages = {3--21},
+ Volume = {27},
+
+ File = {:Papers/Bertsekas1991.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.11}
+}
+
+@Book{Bertsekas1996,
+ Title = {{C}onstrained {O}ptimization and {L}agrange {M}ultiplier {M}ethods ({O}ptimization and {N}eural {C}omputation {S}eries)},
+ Author = {Dimitri P. Bertsekas},
+ Publisher = {Athena Scientific},
+ Year = {1996},
+
+ Added-at = {2009-08-14T15:59:35.000+0200},
+ Asin = {1886529043},
+ Biburl = {http://www.bibsonomy.org/bibtex/2d48c40d4067d2aee63eed3f91cbd5a9b/ahmedjawwad4u},
+ Description = {Amazon.com: Constrained Optimization and Lagrange Multiplier Methods (Optimization and Neural Comp. Series) (9781886529045): Dimitri P. Bertsekas: Books},
+ Ean = {9781886529045},
+ Interhash = {1a85768c18441adba5282c5787939af2},
+ Intrahash = {d48c40d4067d2aee63eed3f91cbd5a9b},
+ ISBN = {1886529043},
+ Keywords = {book lagrange-multiplier optimization distributed},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@Article{Bertsekas1982a,
+ Title = {Constrained optimization and Lagrange multiplier methods},
+ Author = {Bertsekas, Dimitri P},
+ Journal = {Comp. Sci. App. Math.},
+ Year = {1982},
+ Volume = {1},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Bertsekas1981,
+ Title = {Projected Newton methods for optimization problems with simple constraints},
+ Author = {Dimitri P. Bertsekas},
+ Booktitle = {Decision and Control including the Symposium on Adaptive Processes, 1981 20th IEEE Conference on},
+ Year = {1981},
+ Month = dec.,
+ Pages = {762-767},
+ Volume = {20},
+
+ Doi = {10.1109/CDC.1981.269317},
+ File = {Bertsekas1981.pdf:Bertsekas1981.pdf:PDF},
+ Keywords = {distributed optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Bertsekas1989,
+ Title = {Convergence rate and termination of asynchronous iterative algorithms},
+ Author = {Bertsekas, Dimitri P. and Tsitsiklis, John N.},
+ Booktitle = {Proc. Int. Conf. Supercomputing},
+ Year = {1989},
+
+ Address = {New York, NY, USA},
+ Pages = {461--470},
+ Publisher = {ACM},
+ Series = {ICS '89},
+
+ Acmid = {318894},
+ Doi = {http://doi.acm.org/10.1145/318789.318894},
+ File = {Bertsekas1989a.pdf:Bertsekas1989a.pdf:PDF},
+ ISBN = {0-89791-309-4},
+ Keywords = {asynchronous algorithms, distributed algorithms, iterative methods, parallel algorithms, termination detection, distributed optimization},
+ Location = {Crete, Greece},
+ Numpages = {10},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://doi.acm.org/10.1145/318789.318894}
+}
+
+@Article{Bertsimas2011,
+ Title = {{T}heory and {A}pplications of {R}obust {O}ptimization},
+ Author = {Bertsimas, D. Brown, D.B. and Caramanis, C.},
+ Journal = {SIAM Rev.},
+ Year = {2011},
+ Number = {3},
+ Pages = {464--501},
+ Volume = {53},
+
+ File = {:Papers/Bertsimas2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.07}
+}
+
+@Conference{Bhan2013,
+ Title = {Tractability of Interpretability via Selection of Group-Sparse Models},
+ Author = {Bhan, N. and Baldassarre, L. and Cevher, V.},
+ Booktitle = {IEEE Int. Symp. Inf. Theory},
+ Year = {2013},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bhaskar2012,
+ Title = {Atomic norm denoising with applications to line spectral estimation},
+ Author = {B.N. Bhaskar and G. Tang and B. Recht},
+ Journal = {arXiv preprint arXiv:1204.0562},
+ Year = {2012},
+ Pages = {1--27},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.04}
+}
+
+@Article{Bickel2009,
+ Title = {Simultaneous analysis of {L}ASSO and {D}antzig selector},
+ Author = {Bickel, Peter and Ritov, Ya'acov and Tsybakov, Alexandre B.},
+ Journal = {Ann. Stats.},
+ Year = {2009},
+ Number = {4},
+ Pages = {1705--1732},
+ Volume = {37},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Bickel2006,
+ Title = {Regularization in statistics},
+ Author = {Bickel, Peter J. and Li, Bo},
+ Journal = {Test},
+ Year = {2006},
+ Number = {2},
+ Pages = {271--344},
+ Volume = {15},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.04}
+}
+
+@InProceedings{Biegler2000,
+ Title = {{E}fficient solution of dynamic optimization and {NMPC} problems},
+ Author = {L.T. Biegler},
+ Booktitle = {Nonlinear Predictive Control},
+ Year = {2000},
+
+ Address = {Basel Boston Berlin},
+ Editor = {F. Allg\"ower and A. Zheng},
+ Pages = {219--244},
+ Publisher = {Birkh\"auser},
+ Series = {Progress in Systems Theory},
+ Volume = {26},
+
+ Key = {ISBN 3-7643-6297-9},
+ Keywords = {collocation optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Biegler1984,
+ Title = {{S}olution of dynamic optimization problems by successive quadratic programming and orthogonal collocation},
+ Author = {Biegler, L.T.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1984},
+ Pages = {243--248},
+ Volume = {8},
+
+ Keywords = {collocation optimal control SQP},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Biegler1997,
+ Title = {{N}umerical experience with a reduced {Hessian} method for large scale optimization},
+ Author = {L. Biegler and J. Nocedal and C. Schmitt and D. Ternet},
+ Year = {1997},
+
+ Address = {Evanston, IL 60208--3119, USA},
+ Number = {OTC\,97/06},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Biegler1991,
+ Title = {{O}ptimization approaches to nonlinear model predictive control},
+ Author = {Biegler, L.T. and Rawlings, J.B},
+ Booktitle = {Proc. Int. Conf. Chemical Process Control},
+ Publisher = {{AIChE}, CACHE},
+ Year = {1991},
+ Editor = {W.H. Ray and Y. Arkun},
+ Pages = {543--571},
+
+ Keywords = {collocation optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Biegler2002,
+ Title = {{A}dvances in simultaneous strategies for dynamic process optimization},
+ Author = {Biegler, L. T. and Cervantes, A. M. and and Waechter, A.},
+ Journal = {Chem. Eng. Sci.},
+ Year = {2002},
+ Number = {57},
+ Pages = {575--593},
+ Volume = {4},
+
+ Keywords = {collocation multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Biener1995,
+ Title = {{M}athematisches {M}odell zur {B}e\-schrei\-bung des {W}achs\-tums- und {P}ro\-dukt\-bil\-dungs\-ver\-hal\-tens von {\em Streptomyces tendae\/} in einem {B}ioreaktor},
+ Author = {Biener, R.},
+ Institution = { ISR, Universit\"at Stuttgart},
+ Year = {1995},
+ Note = {Internal report},
+
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bienstock2006,
+ Title = {Approximating fractional packings and coverings in ${O}(1/\epsilon)$ iterations},
+ Author = {D. Bienstock and G. Iyengar},
+ Journal = {SIAM J. Comput.},
+ Year = {2006},
+ Number = {4},
+ Pages = {825--854},
+ Volume = {35},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Bigi2012,
+ Title = {Gap functions and penalization for solving equilibrium problems with nonlinear constraints},
+ Author = {G. Bigi and M. Passacantando},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2012},
+ Pages = {323--346},
+ Volume = {53},
+
+ File = {:Papers/Bigi2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.01}
+}
+
+@InCollection{Binder2001,
+ Title = {{I}ntroduction to {M}odel {B}ased {O}ptimization of {C}hemical {P}rocesses on {M}oving {H}orizons},
+ Author = {T. Binder and L. Blank and H.G. Bock and R. Bulirsch and W. Dahmen and M. Diehl and T. Kronseder and W. Marquardt and J.P. Schl\"oder and O.v. Stryk},
+ Booktitle = {Online {O}ptimization of {L}arge {S}cale Systems: {S}tate of the {A}rt},
+ Publisher = {Springer},
+ Year = {2001},
+ Editor = {M. Gr\"otschel and S.O. Krumke and J. Rambau},
+ Pages = {295--340},
+
+ File = {Binder2001.pdf:Binder2001.pdf:PDF},
+ Keywords = {chemistry optimal control NMPC agbock},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.kuleuven.be/optec/OLD/research/subgroups/fastMPC/publications/Binder2001.php}
+}
+
+@InCollection{Binder2001a,
+ Title = {{M}ultiscale {C}oncepts for {M}oving {H}orizon {O}ptimization},
+ Author = {T. Binder and L. Blank and W. Dahmen and W. Marquardt},
+ Booktitle = {Online {O}ptimization of {L}arge {S}cale Systems: {S}tate of the {A}rt},
+ Publisher = {Springer},
+ Year = {2001},
+ Editor = {M. Gr\"otschel and S.O. Krumke and J. Rambau},
+ Note = {download at: http://www.zib.de/dfg-echtzeit/Publikationen/Preprints/Preprint-01-17.html},
+ Pages = {341--361},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Bindlish1999,
+ Title = {{M}odelling and {C}ontrol of {P}olymerization {P}rocesses},
+ Author = {R. Bindlish},
+ School = {University of Wisconsin-Madison},
+ Year = {1999},
+
+ File = {Bindlish1999.pdf:Bindlish1999.pdf:PDF},
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bindlish2003,
+ Title = {{T}arget linearization and model predictive control of polymerization processes},
+ Author = {R. Bindlish and J.B. Rawlings},
+ Journal = {{AIChE} Journal},
+ Year = {2003},
+
+ Month = {November},
+ Number = {11},
+ Pages = {2885--2899},
+ Volume = {49},
+
+ Keywords = {optimal control chemistry NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bindlish2003a,
+ Title = {{P}arameter estimation for industrial polymerization processes},
+ Author = {R. Bindlish and J.B. Rawlings and R.E. Young},
+ Journal = {{AIChE} Journal},
+ Year = {2003},
+ Number = {8},
+ Pages = {2071--2078},
+ Volume = {49},
+
+ Keywords = {optimal control chemistry parameter estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Birge1985,
+ Title = {{D}ecomposition and {P}artitioning {M}ethods for {M}ultistage {S}tochastic {L}inear {P}rograms},
+ Author = {Birge, J.R.},
+ Journal = {Oper. Res.},
+ Year = {1985},
+ Number = {5},
+ Pages = {989--1007},
+ Volume = {33},
+
+ File = {:Papers/Birge1985.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.07}
+}
+
+@Article{Bischof1992,
+ Title = {{ADIFOR} {G}enerating derivative codes from {F}ortran programs},
+ Author = {Bischof, C.H. and Carle, A. and Corliss, G. and Griewank, A. and Hovland, P.},
+ Journal = {Scientific Programming},
+ Year = {1992},
+ Pages = {11--29},
+ Volume = {1},
+
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Bischof1994,
+ Title = {{T}he {ADIFOR} 2.0 {S}ystem for the {A}utomatic {D}ifferentiation of {F}ortran 77 {P}rograms},
+ Author = {C.H. Bischof and A. Carle and P.M. Khademi and A. Mauer},
+ Institution = {Mathematics and Computer Science Division, Argonne National Laboratory},
+ Year = {1994},
+
+ Address = {Argonne, Ill.},
+ Note = {To appear in {IEEE} Computational Science \& Engineering.},
+ Number = {MCS--P481--1194},
+ Type = {Preprint},
+
+ Ad_tools = {ADIFOR},
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Referred = {[Bischof1996UEw], [Bischof1996HAt], [Gay1996MAo], [Park1996ADa].},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Bischof2000,
+ Title = {Computing Derivatives of Computer Programs},
+ Author = {C.~H.~Bischof and H.~M.~B{\"u}cker},
+ Booktitle = {Modern Methods and Algorithms of Quantum Chemistry: Proceedings, Second Edition},
+ Publisher = {NIC-Directors},
+ Year = {2000},
+
+ Address = {J{\"u}lich},
+ Editor = {J. Grotendorst},
+ Pages = {315--327},
+ Series = {NIC Series},
+ Volume = {3},
+
+ Abstract = {Automatic differentiation is introduced as a powerful technique to compute derivatives of functions given in the form of a computer program in a high-level programming language such as Fortran, C, or C++. In contrast to traditional approaches such as handcoding of analytic expressions, numerical approximation by divided differences, or manipulation of symbolic algebraic expressions by computer algebra systems, automatic differentiation offers the following substantial benefits: it is accurate up to machine precision, efficient in terms of computational cost, applicable to a 1-line formula as well as to a 100,000-line code, and can be produced with minimal human effort.},
+ Ad_theotech = {General},
+ File = {Bischof2000.pdf:Bischof2000.pdf:PDF},
+ Notes = {Also available as preprint ANL/MCS--P813--0400, Argonne National Laboratory, Mathematics and Computer Science Division, USA, April 2000},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.fz-juelich.de/nic-series/Volume3/bischof.pdf}
+}
+
+@Book{Bishop2006,
+ Title = {Pattern Recognition and Machine Learning},
+ Author = {Bishop, C.M.},
+ Publisher = {Springer New York},
+ Year = {2006},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bishop2013,
+ Title = {Model-based machine learning},
+ Author = {Bishop, Christopher M},
+ Journal = {Phil. Trans. Royal Soc. A},
+ Year = {2013},
+ Number = {1984},
+ Volume = {371},
+
+ File = {bishop2013model.pdf:bishop2013model.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {The Royal Society},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bittanti1984,
+ Title = {{S}tability analysis of linear periodic system via the {L}yapunov equation},
+ Author = {S. Bittanti and P. Bolzern and P. Colaneri},
+ Journal = {Proc. 9th IFAC World Congress, Budapest, Hungary},
+ Year = {1984},
+ Pages = {169--172},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Bittanti1991,
+ Title = {{T}he periodic {R}iccati {E}quation},
+ Author = {S. Bittanti and P. Colaneri and G. {De Nicolao}},
+ Booktitle = {The Riccati Equation},
+ Publisher = {Springer Verlag},
+ Year = {1991},
+ Editor = {Bittanti, Laub, Willems},
+
+ Keywords = {optimal control indirect methods},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bjork1970,
+ Title = {{S}olutions of {V}andermonde {S}ystems of {E}quations},
+ Author = {Bj\:ork, A. and Pereyra, V.},
+ Journal = {Math. Prog.},
+ Year = {1970},
+ Pages = {893--903},
+ Volume = {24},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Blahut2004,
+ Title = {Theory of remote image formation},
+ Author = {Blahut, R.},
+ Publisher = {Cambridge University Press},
+ Year = {2004},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Blanchard2011,
+ Title = {Compressed Sensing: How Sharp Is the Restricted Isometry Property?},
+ Author = {J.D. Blanchard and C. Cartis and J. Tanne},
+ Journal = {SIAM Rev.},
+ Year = {2011},
+ Number = {1},
+ Pages = {105--125},
+ Volume = {53},
+
+ File = {:Papers/Blanchard2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Blondel2009,
+ Title = {Polynomial-time computation of the joint spectral radius for some sets of nonnegative matrices},
+ Author = {V.D. Blondel and Y. Nesterov},
+ Journal = {SIAM J. Matrix Anal. App.},
+ Year = {2009},
+ Number = {3},
+ Pages = {865--876},
+ Volume = {31},
+
+ File = {:Papers/Blondel2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Blondel1997,
+ Title = {NP-hardness of some linear control design problems},
+ Author = {V.D. Blondel and J.N. Tsitsiklis},
+ Journal = {SIAM J. on Control, Signals and Systems},
+ Year = {1997},
+ Number = {21},
+ Pages = {18--27},
+ Volume = {35},
+
+ File = {:Papers/Blondel1997.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@InProceedings{Blum2001,
+ Title = {Learning from Labeled and Unlabeled Data Using Graph Mincuts},
+ Author = {Avrim Blum and Shuchi Chawla},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2001},
+ Pages = {19-26},
+ Publisher = {Morgan Kaufmann, San Francisco, CA},
+
+ Citeseerurl = {citeseer.ist.psu.edu/blum01learning.html},
+ File = {Statistical Learning\\blum01learning.pdf:Statistical Learning\\blum01learning.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2007.01.29}
+}
+
+@Article{Blum1994,
+ Title = {From optimization and variational inequality to equilibrium problems},
+ Author = {E. Blum and W. Oettli},
+ Journal = {Math. Student},
+ Year = {1994},
+ Pages = {127--149},
+ Volume = {63},
+
+ Owner = {quoctd},
+ Timestamp = {2012.11.28}
+}
+
+@Article{Blumensath2013,
+ Title = {Compressed Sensing With Nonlinear Observations and Related Nonlinear Optimization Problems},
+ Author = {Blumensath, T.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2013},
+
+ Month = {June},
+ Number = {6},
+ Pages = {3466-3474},
+ Volume = {59},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Article{Blumensath2009,
+ Title = {Iterative hard thresholding for compressed sensing},
+ Author = {Blumensath, T. and Davies, M.},
+ Journal = {App. Comp. Harmon. Anal.},
+ Year = {2009},
+ Number = {3},
+ Pages = {265--274},
+ Volume = {27},
+
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Blumensath2009a,
+ Title = {Sampling theorems for signals from the union of finite-dimensional linear subspaces},
+ Author = {Blumensath, T. and Davies, M.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2009},
+ Number = {4},
+ Pages = {1872--1882},
+ Volume = {55},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Blumensath2008,
+ Title = {Iterative thresholding for sparse approximations},
+ Author = {Blumensath, Thomas and Davies, Mike E},
+ Journal = {J. Fourier Anal. and Apps.},
+ Year = {2008},
+ Number = {5-6},
+ Pages = {629--654},
+ Volume = {14},
+
+ File = {blumensath2008iterative.pdf:blumensath2008iterative.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Bobkov1998,
+ Title = {On modified logarithmic {S}obolev inequalities for {B}ernoulli and {P}oisson meausres},
+ Author = {Bobkov, S. G. and Ledoux, M.},
+ Journal = {J. Funct. Anal.},
+ Year = {1998},
+ Pages = {347--365},
+ Volume = {156},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.11}
+}
+
+@InCollection{Bock1983,
+ Title = {{R}ecent advances in parameter identification techniques for {ODE}},
+ Author = {Bock, H.G.},
+ Booktitle = {Numerical Treatment of Inverse Problems in Differential and Integral Equations},
+ Publisher = {Birk\-h\"au\-ser},
+ Year = {1983},
+
+ Address = {Boston},
+ Editor = {P. Deuflhard and E. Hairer},
+
+ File = {Bock1983.pdf:Bock1983.pdf:PDF},
+ Keywords = {agbock parameter estimation multiple shooting ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Bock1981,
+ Title = {{N}umerical treatment of inverse problems in chemical reaction kinetics},
+ Author = {H.G. Bock},
+ Booktitle = {Modelling of Chemical Reaction Systems},
+ Publisher = {Springer},
+ Year = {1981},
+
+ Address = {Heidelberg},
+ Editor = {K.H. Ebert and P. Deufl\-hard and W. J\"ager},
+ Pages = {102--125},
+ Series = {Springer Series in Chemical Physics},
+ Volume = {18},
+
+ Keywords = {agbock parameter estimation multiple shooting chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Bock1987,
+ Title = {{R}andwertproblemmethoden zur {P}arameteridentifizierung in {S}ystemen nichtlinearer {D}ifferentialgleichungen},
+ Author = {Bock, H.G.},
+ Publisher = {Universit\"at Bonn},
+ Year = {1987},
+
+ Address = {Bonn},
+ Series = {Bonner Ma\-the\-ma\-tische Schriften},
+ Volume = {183},
+
+ Keywords = {agbock parameter estimation multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bock1978,
+ Title = {{N}umerical {S}olution of {N}onlinear {M}ultipoint {B}oundary {V}alue {P}roblems with {A}pplications to {O}ptimal {C}ontrol},
+ Author = {Bock, H.G.},
+ Journal = {Zeitschrift f\"ur {A}ngewandte {M}athematik und {M}echanik},
+ Year = {1978},
+ Pages = {407},
+ Volume = {58},
+
+ Key = {T407},
+ Keywords = {agbock optimal control multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@MastersThesis{Bock1974,
+ Title = {{N}umerische {O}ptimierung zustandsbeschr\"ankter parameterabh\"angiger {P}rozesse mit linear auftretender {S}teuerung unter {A}nwendung der {M}ehrzielmethode},
+ Author = {Bock, H.G.},
+ School = {Universit\"at K\"oln},
+ Year = {1974},
+
+ Keywords = {agbock parameter estimation optimal control multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Bock1999,
+ Title = {{D}irect {M}ultiple {S}hooting {M}e\-thods for {C}ontrol and {O}ptimization of {DAE} in {C}hemical {E}ngineering},
+ Author = {H.G. Bock and I. Bauer and D.B. Leineweber and J.P. Schl\"oder},
+ Booktitle = {Scientific Computing in Chemical Engineering II},
+ Year = {1999},
+
+ Address = {Berlin},
+ Editor = {F. Keil and W. Mackens and H. Vo\ss and J. Werther},
+ Pages = {2--18},
+ Publisher = {Springer},
+ Volume = {2},
+
+ Key = {ISBN 3-540-65851-3},
+ Keywords = {agbock parameter estimation multiple shooting optimal control DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Bock2004,
+ Title = {{SQP} {M}ethods with {I}nexact {J}acobians for {I}nequality {C}onstrained {O}ptimization},
+ Author = {H.G. Bock and M. Diehl and E. Kostina},
+ Institution = {Universit\"at Heidelberg},
+ Year = {2004},
+
+ Address = {Heidelberg},
+ Number = {04-XX},
+ Type = {IWR-Pre\-print},
+
+ Keywords = {agbock SQP optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Bock2007,
+ Title = {{C}onstrained {O}ptimal {F}eedback {C}ontrol of {S}ystems {G}overned by {L}arge {D}ifferential {A}lgebraic {E}quations},
+ Author = {Bock, H.G. and Diehl, M. and Kostina, E.A. and Schl\"oder, J.P.},
+ Booktitle = {Real-Time and Online PDE-Constrained Optimization},
+ Publisher = {{SIAM}},
+ Year = {2007},
+ Editor = {L. Biegler and O. Ghattas and M. Heinkenschloss and D. Keyes and B. van Bloemen Waanders},
+ Pages = {3--22},
+
+ Doi = {10.1137/1.9780898718935.ch1},
+ File = {Bock2007.pdf:Bock2007.pdf:PDF},
+ Keywords = {agbock optec optimal control NMPC DAE multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://epubs.siam.org/ebooks/siam/computational_science_and_engineering/cs03/cs03_ch1}
+}
+
+@InProceedings{Bock2000,
+ Title = {{A} direct multiple shooting method for real-time optimization of nonlinear {DAE} processes},
+ Author = {Bock, H.G. and Diehl, M. and Leineweber, D.B. and Schl\"oder, J.P.},
+ Booktitle = {Nonlinear Predictive Control},
+ Year = {2000},
+
+ Address = {Basel Boston Berlin},
+ Editor = {F. Allg\"ower and A. Zheng},
+ Pages = {246--267},
+ Publisher = {Birkh\"auser},
+ Series = {Progress in Systems Theory},
+ Volume = {26},
+
+ Doi = {10.1007/978-3-0348-8407-5_14},
+ Key = {ISBN 3-7643-6297-9},
+ Keywords = {agbock optimal control NMPC DAE multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.springerlink.com/content/n4165265r2l5h6jn/}
+}
+
+@InProceedings{Bock1999a,
+ Title = {{E}fficient direct multiple shooting in nonlinear model predictive control},
+ Author = {H.G. Bock and M. Diehl and D.B. Leineweber and J.P. Schl\"oder},
+ Booktitle = {Scientific Computing in Chemical Engineering II},
+ Year = {1999},
+
+ Address = {Berlin},
+ Editor = {F. Keil and W. Mackens and H. Vo\ss and J. Werther},
+ Pages = {218--227},
+ Publisher = {Springer},
+ Volume = {2},
+
+ Key = {ISBN 3-540-65851-3},
+ Keywords = {agbock optimal control NMPC DAE multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.springer.com/chemistry/book/978-3-540-65851-1}
+}
+
+@InProceedings{Bock2000a,
+ Title = {{R}eal-time optimization and {N}onlinear {M}odel {P}redictive {C}ontrol of {P}rocesses governed by {D}ifferential-{A}lgebraic {E}quations},
+ Author = {Bock, H.G. and Diehl, M. and Schl\"oder, J.P. and Allg\"ower, F. and Findeisen, R. and Nagy, Z.},
+ Booktitle = {Int. Smp. Adv. Control Chem. Proc.},
+ Year = {2000},
+
+ Address = {Pisa},
+ Pages = {695--703},
+ Volume = {2},
+
+ Keywords = {agbock optimal control NMPC DAE multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://books.google.be/books/about/ADCHEM_2000_International_symposium_on_a.html?id=h332pwAACAAJ&redir_esc=y}
+}
+
+@Article{Bock2002,
+ Title = {{P}ractical {S}hape {O}ptimization for {T}urbine and {C}ompressor {B}lades by the {U}se of {PRSQP} {M}ethods},
+ Author = {H.G. Bock and W. Egartner and W. Kappis and V. Schulz},
+ Journal = {Optimization and Engineering},
+ Year = {2002},
+ Number = {4},
+ Pages = {395--414},
+ Volume = {3},
+
+ Keywords = {agbock optimization DAE multiple shooting mechanics},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Bock1988,
+ Title = {{N}umerical {S}olution of {C}onstrained {L}east {S}quares {B}oundary {V}alue {P}roblems in {D}ifferential-{A}lgebraic {E}quations},
+ Author = {H.G. Bock and E. Eich and J.P. Schl\"oder},
+ Booktitle = {Numerical Treatment of Differential Equations},
+ Publisher = {Teubner},
+ Year = {1988},
+
+ Address = {Leipzig},
+ Editor = {K. Strehmel},
+
+ Keywords = {agbock parameter estimation DAE multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Bock2000b,
+ Title = {{O}n the {R}ole of {N}atural {L}evel {F}unctions to {A}chieve {G}lobal {C}onvergence for {D}amped {N}ewton {M}ethods.},
+ Author = {Bock, H.G. and Kostina, E.A. and Schl\"oder, J.P.},
+ Booktitle = {Sys. Modelling and Opt. Methods, Theory and Apps.},
+ Publisher = {Kluwer},
+ Year = {2000},
+ Editor = {M. Powell et al.},
+
+ File = {Bock2000b.pdf:Bock2000b.pdf:PDF},
+ Keywords = {agbock SQP optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Bock1984,
+ Title = {{A} multiple shooting algorithm for direct solution of optimal control problems},
+ Author = {H.G. Bock and K.J. Plitt},
+ Booktitle = {Proc. World Cong. Budapest},
+ Year = {1984},
+ Pages = {242--247},
+ Publisher = {Pergamon Press},
+
+ File = {Bock1984.pdf:Bock1984.pdf:PDF},
+ Keywords = {agbock multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bock1981a,
+ Title = {{N}umerical solution of retarded differential equations with state-dependent time lags},
+ Author = {Bock, H.G. and Schl\"oder, J.P.},
+ Journal = {{Zeitschrift f\"ur {A}ngewandte {M}athematik und {M}echanik}},
+ Year = {1981},
+ Pages = {269},
+ Volume = {61},
+
+ Keywords = {agbock ODE DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bogdan2013,
+ Title = {Statistical estimation and testing via the ordered L1 norm},
+ Author = {Bogdan, Malgorzata and Berg, Ewout van den and Su, Weijie and Candes, Emmanuel},
+ Journal = {arXiv preprint arXiv:1310.1969},
+ Year = {2013},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Boggs1995,
+ Title = {{S}equential {Q}uadratic {P}rogramming},
+ Author = {P.T. Boggs and J.W. Tolle},
+ Journal = {Acta Numer.},
+ Year = {1995},
+ Pages = {1--51},
+
+ File = {Boggs1995.pdf:Boggs1995.pdf:PDF},
+ Keywords = {SQP optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Bonilla2007,
+ Title = {Kernel multi-task learning using task-specific features},
+ Author = {Edwin V. Bonilla and Felix V. Agakov and Christopher K. I. Williams},
+ Booktitle = {In Proceedings of the 11th International Conference on Artificial Intelligence and Statistics (AISTATS},
+ Year = {2007},
+
+ File = {:Statistical Learning/Multitask/bonilla07mtl.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.09.05}
+}
+
+@InProceedings{Bonilla2007a,
+ Title = {Multi-task Gaussian Process Prediction},
+ Author = {Bonilla, Edwin V. and Chai, Kian Ming and Williams, Christopher},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2007},
+
+ Abstract = {In this paper we investigate multi-task learning in the context of Gaussian Processes (GP). We propose a model that learns a shared covariance function on input-dependent features and a ``free-form'' covariance matrix over tasks. This allows for good flexibility when modelling inter-task dependencies while avoiding the need for large amounts of data for training. We show that under the assumption of noise-free observations and a block design, predictions for a given task only depend on its target values and therefore a cancellation of inter-task transfer occurs. We evaluate the benefits of our model on two practical applications: a compiler performance prediction problem and an exam score prediction task. Additionally, we make use of GP approximations and properties of our model in order to provide scalability to large data sets.},
+ File = {bonilla07mtlgp.pdf:Statistical Learning/Multitask/bonilla07mtlgp.pdf:PDF},
+ Keywords = {Learning/Statistics & Optimisation},
+ Owner = {baldazen},
+ Timestamp = {2008.07.17},
+ Url = {http://eprints.pascal-network.org/archive/00003442/}
+}
+
+@Article{Bonilla2010,
+ Title = {An automatic initialization procedure in parameter estimation problems with parameter-affine dynamic models},
+ Author = {Bonilla, J. and Diehl, M. and Logist, F. and De Moor, B. and Van Impe, J.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {2010},
+ Number = {6},
+ Pages = {953--964},
+ Volume = {34},
+
+ Doi = {10.1016/j.compchemeng.2009.10.020},
+ File = {Bonilla2010.PDF:Bonilla2010.PDF:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0098135409002713}
+}
+
+@Article{Bonnans1994,
+ Title = {{L}ocal {A}nalysis of {N}ewton-{T}ype {M}ethods for {V}ariational {I}nequalities and {N}onlinear {P}rogramming},
+ Author = {J.F. Bonnans},
+ Journal = {App. Math. Opt.},
+ Year = {1994},
+ Pages = {161--186},
+ Volume = {29},
+
+ File = {Bonnans1994.pdf:Bonnans1994.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2012.04.08}
+}
+
+@Book{Bonnans1997,
+ Title = {{N}umerical {O}ptimization: {T}heoretical and {P}ractical {A}spects},
+ Author = {J.F. Bonnans and J.C. Gilbert and C. Lemarechal and C.A. Sagastizabal},
+ Publisher = {Springer-Verlag},
+ Year = {1997},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Article{Bonnans2005,
+ Title = {Perturbation analysis of second-order cone programming problems},
+ Author = {J.F. Bonnans and C.H. Ram\'{i}rez},
+ Journal = {Math. Program., Ser. B},
+ Year = {2005},
+ Pages = {205--227},
+ Volume = {104},
+
+ File = {:Papers/Bonnans2005.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@TechReport{Bonnans2002,
+ Title = {{P}arametric optimization of hybrid car engines },
+ Author = {Bonnans, J. F. and Guilbaud, T. and Ketfi-Cherif, A. and Wissel, D. von and Sagastizabal, C. and Zidani, H.},
+ Institution = {INRIA/ Project SYDOCO},
+ Year = {2002},
+ Note = {http://www.inria.fr/rrrt/rr-4674.html},
+
+ Keywords = {hybrid optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bonsall1991,
+ Title = {A general atomic decomposition theorem and Banach's closed range theorem},
+ Author = {Bonsall, FF},
+ Journal = {The Quarterly Journal of Mathematics},
+ Year = {1991},
+ Number = {1},
+ Pages = {9--14},
+ Volume = {42},
+
+ Owner = {jmscarlett},
+ Publisher = {Oxford Univ Press},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Born1999,
+ Title = {Principles of optics: electromagnetic theory of propagation, interference and diffraction of light},
+ Author = {Born, M. and Wolf, E.},
+ Publisher = {CUP Archive},
+ Year = {1999},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Borrelli2003,
+ Title = {{A} {G}eometric {A}lgorithm for {M}ulti-{P}arametric {L}inear {P}rogramming},
+ Author = {Borrelli, F. and A. Bemporad and M. Morari },
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2003},
+ Number = {3},
+ Pages = {515--540},
+ Volume = {118},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Borwein2006a,
+ Title = {Convex analysis and nonlinear optimization: theory and examples},
+ Author = {Borwein, J. and Lewis, A.},
+ Publisher = {Springer},
+ Year = {2006},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Bosch2000,
+ Title = {{E}lementare {E}inf\"uhrung in die angewandte {S}tatistik},
+ Author = {K. Bosch},
+ Publisher = {Vieweg},
+ Year = {2000},
+
+ Address = {Wiesbaden},
+ Edition = {7},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Bosch1999,
+ Title = {{E}lementare {E}inf\"uhrung in die {W}ahrscheinlichkeitsrechnung},
+ Author = {K. Bosch},
+ Publisher = {Vieweg},
+ Year = {1999},
+
+ Address = {Wiesbaden},
+ Edition = {7},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bot2012,
+ Title = {A primal-dual splitting algorithm for finding zeros of sums of maximally monotone operators},
+ Author = {R.I. Bot and E.R. Csetnek and A. Heinrich},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Bot2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Bot2013,
+ Title = {A double smoothing technique for solving unconstrained nondifferentiable convex optimization problems},
+ Author = {R.I. Bot and C. Hendrich},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2013},
+ Pages = {1--24},
+ Volume = {xx},
+
+ File = {:Papers/Bot2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@InBook{Bottou1999,
+ Title = {Online learning and stochastic approximations},
+ Author = {Bottou, L\'{e}on},
+ Chapter = {2},
+ Editor = {Saad, David},
+ Pages = {9--42},
+ Publisher = {Cambridge Univ. Press},
+ Year = {1999},
+
+ Address = {Cambridge, UK},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.24}
+}
+
+@InProceedings{Bottou2010,
+ Title = {Large-scale machine learning with stochastic gradient descent},
+ Author = {Bottou, L\'{e}on},
+ Booktitle = {Proc. COMPSTAT'2010},
+ Year = {2010},
+ Pages = {177--186},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.23}
+}
+
+@InProceedings{Bottou2007,
+ Title = {The tradeoffs of large scale learning},
+ Author = {Bottou, L\'{e}on and Bousquet, Oliver},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2007},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.23}
+}
+
+@Article{Boucheron2005,
+ Title = {Theory of classification: A survey of some recent advances},
+ Author = {Boucheron, St\'{e}phane and Bousquet, Olivier and Lugosi, G\'{a}bor},
+ Journal = {ESAIM: Probab. Stat.},
+ Year = {2005},
+
+ Month = nov,
+ Pages = {323--375},
+ Volume = {9},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.13}
+}
+
+@Book{Boucheron2013,
+ Title = {Concentration Inequalities: A Nonasymptotic Theory of Independence},
+ Author = {Boucheron, St\'{e}phane and Lugosi, G\'{a}bor and Massart, Pascal},
+ Publisher = {Oxford Univ. Press},
+ Year = {2013},
+
+ Address = {Oxford},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.11}
+}
+
+@InProceedings{Boufounos2008,
+ Title = {1-Bit compressive sensing},
+ Author = {Boufounos, P.T. and Baraniuk, R.G.},
+ Booktitle = {Conf. on Inf. Sci. and Sys.},
+ Year = {2008},
+ Month = {March},
+
+ Owner = {jmscarlett}
+}
+
+@InProceedings{Boufounos2007,
+ Title = {Sparse signal reconstruction from noisy compressive measurements using cross validation},
+ Author = {Boufounos, Petros and Duarte, Marco F. and Baraniuk, Richard G.},
+ Booktitle = {IEEE/SP Workshop Stat. Sig. Proc.},
+ Year = {2007},
+ Pages = {299--303},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.09}
+}
+
+@Article{Bourgain2011,
+ Title = {Explicit constructions of RIP matrices and related problems},
+ Author = {Bourgain, Jean and Dilworth, Stephen and Ford, Kevin and Konyagin, Sergei and Kutzarova, Denka and others},
+ Journal = {Duke Mathematical Journal},
+ Year = {2011},
+ Number = {1},
+ Pages = {145--185},
+ Volume = {159},
+
+ Owner = {jmscarlett},
+ Publisher = {Duke University Press},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Bousquet,
+ Title = {Introduction to Statistical Learning Theory},
+ Author = {Bousquet and Boucheron and Lugosi},
+
+ File = {Introduction to Statistical Learning Theory.pdf:Statistical Learning/Introduction to Statistical Learning Theory.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@PhdThesis{Bousquet2002,
+ Title = {Concentration inequalities and empirical processes theory applied to the analysis of learning algorithms},
+ Author = {Bousquet, Olivier},
+ School = {Ecole Polytechnique},
+ Year = {2002},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.25}
+}
+
+@Article{Bousquet2002a,
+ Title = {Stability and generalization},
+ Author = {Bousquet, O. and Elisseeff, A.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2002},
+ Pages = {499--526},
+ Volume = {2},
+
+ File = {bousquet2002stability.pdf:Statistical Learning/bousquet2002stability.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {MIT Press Cambridge, MA, USA},
+ Timestamp = {2009.11.10}
+}
+
+@TechReport{Bousquet2001,
+ Title = {Stability and generalization},
+ Author = {O. Bousquet and A. Elisseeff},
+ Institution = {Centre de Mathematiques Appliquees, Ecole Polytechnique},
+ Year = {2001},
+
+ File = {Statistical Learning\\bousquet01stability.pdf:Statistical Learning\\bousquet01stability.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2007.02.07},
+ Url = {citeseer.ist.psu.edu/bousquet01stability.html}
+}
+
+@Article{Bousquet2003,
+ Title = {On the Complexity of Learning the Kernel Matrix},
+ Author = {Bousquet, O. and Herrmann, D. J. L.},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2003},
+
+ Citeulike-article-id = {2225124},
+ File = {bousquet03complexity.pdf:Statistical Learning/Kernel Learning/bousquet03complexity.pdf:PDF},
+ Keywords = {kernel, transductive},
+ Owner = {baldazen},
+ Priority = {2},
+ Publisher = {MIT Press},
+ Timestamp = {2008.02.13}
+}
+
+@InProceedings{Boutsidis2009,
+ Title = {An improved approximation algorithm for the column subset selection problem},
+ Author = {Boutsidis, Christos and Mahoney, Michael W and Drineas, Petros},
+ Booktitle = {Proc. ACM-SIAM Symp. Discrete Algorithms},
+ Year = {2009},
+ Organization = {Society for Industrial and Applied Mathematics},
+ Pages = {968--977},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Boyd1994,
+ Title = {Linear matrix inequalities in system and control theory},
+ Author = {S.P. Boyd and L.E. Ghaoui and E. Feron and V. Balakrishnan},
+ Editor = {SIAM studies in applied mathematics},
+ Publisher = {SIAM},
+ Year = {1994},
+ Volume = {14},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Boyd1993,
+ Title = {Method of centers for minimizing generalized eigenvalues},
+ Author = {S. Boyd and L. El Ghaoui},
+ Journal = {Lin. Alg. Apps.},
+ Year = {1993},
+ Pages = {63--111},
+ Volume = {188},
+
+ File = {:Papers/Boyd1993.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@InProceedings{Boyd1993b,
+ Title = {Solving interpolation problems via generalized eigenvalue minimization},
+ Author = {S. Boyd and L. El Ghaoui},
+ Booktitle = {Proc. Amer. Control Conf.},
+ Year = {1993},
+ Pages = {2647--2648},
+
+ File = {:Papers/Boyd1993b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@InProceedings{Boyd1993a,
+ Title = {Linear Matrix Inequalities in System and Control Theory},
+ Author = {S. Boyd and L. El Ghaoui and E. Feron and V. Balakrishnan},
+ Booktitle = {Allerton Conf. on Comm., Control and Comp.},
+ Year = {1993},
+ Pages = {237--246},
+
+ File = {:Papers/Boyd1993a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Boyd2007,
+ Title = {A Tutorial on Geometric Programming},
+ Author = {S. Boyd and S.-J. Kim and L. Vandenberghe and A. Hassibi},
+ Journal = {Optimization and Engineering},
+ Year = {2007},
+ Number = {1},
+ Pages = {67--127},
+ Volume = {8},
+
+ File = {:Papers/Boyd2007.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Boyd2011,
+ Title = {Distributed optimization and statistical learning via the alternating direction method of multipliers},
+ Author = {Boyd, Stephen and Parikh, Neal and Chu, Eric and Peleato, Borja and Eckstein, Jonathan},
+ Journal = {Found. Trends Mach. Learn.},
+ Year = {2011},
+ Number = {1},
+ Pages = {1--122},
+ Volume = {3},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.06}
+}
+
+@Book{Boyd2004,
+ Title = {{C}onvex {O}ptimization},
+ Author = {S. Boyd and L. Vandenberghe},
+ Publisher = {University {P}ress},
+ Year = {2004},
+
+ Address = {Cambridge},
+
+ File = {Boyd2004.pdf:Boyd2004.pdf:PDF},
+ Keywords = {optimization, OPTEC-library},
+ Owner = {quoctd},
+ Timestamp = {2009.10.28}
+}
+
+@Book{Boyd2004a,
+ Title = {Convex optimization},
+ Author = {Boyd, S.P. and Vandenberghe, L.},
+ Publisher = {Cambridge University Press},
+ Year = {2004},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Boyd2005,
+ Title = {Least squares covariance matrix adjustment},
+ Author = {S. Boyd and L. Xiao},
+ Journal = {SIAM J. Matrix Anal. App.},
+ Year = {2005},
+ Number = {2},
+ Pages = {532--546},
+ Volume = {27},
+
+ File = {:Papers/Boyd2005.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.16}
+}
+
+@TechReport{Boyd2003,
+ Title = {Subgradient methods},
+ Author = {S. Boyd and L. Xiao and A. Mutapcic},
+ Institution = {Stanford university},
+ Year = {2003},
+ Number = {EE392o},
+ Type = {Tech. Report.},
+
+ File = {:Papers/Boyd2003.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@InCollection{Boyle1986,
+ Title = {A method for finding projections onto the intersection of convex sets in Hilbert spaces},
+ Author = {Boyle, J. and Dykstra, R.},
+ Booktitle = {Advances in order restricted statistical inference},
+ Publisher = {Springer},
+ Year = {1986},
+ Pages = {28--47},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Boyle2005,
+ Title = {Dependent Gaussian processes},
+ Author = {Boyle, Phillip and Frean, Marcus},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2005},
+ Pages = {217--224},
+ Publisher = {MIT Press},
+
+ Abstract = {Gaussian processes are usually parameterised in terms of their covariance functions. However, this makes it difficult to deal with multiple outputs, because ensuring that the covariance matrix is positive definite is problematic. An alternative formulation is to treat Gaussian processes as white noise sources convolved with smoothing kernels, and to parameterise the kernel instead. Using this, we extend Gaussian processes to handle multiple, coupled outputs},
+ Citeulike-article-id = {3386079},
+ File = {:Statistical Learning/Multitask/boyle05dependentgp.pdf:PDF},
+ Keywords = {file-import-08-10-08},
+ Owner = {baldazen},
+ Posted-at = {2008-10-08 13:36:50},
+ Priority = {2},
+ Timestamp = {2009.01.28},
+ Url = {http://books.nips.cc/papers/files/nips17/NIPS2004\_0225.pdf}
+}
+
+@TechReport{Boyle2005a,
+ Title = {Multiple output gaussian process regression},
+ Author = {P K Boyle and Dr Marcus Frean},
+ Year = {2005},
+
+ File = {:D\:\\BALDAZEN DOCS\\Scienza\\Statistical Learning\\Multitask\\boyle05multipleoutputgp.pdf:PDF},
+ Owner = {Luca},
+ Pages = {1 - 13},
+ Timestamp = {2009.02.02}
+}
+
+@TechReport{Brandt-Pollmann2003,
+ Title = {{N}icht-\protect{Standard} \protect{Probleme} der optimalen \protect{Steuerung} in \protect{Chemie} und \protect{Biotechnologie}},
+ Author = {Brandt-Pollmann, U.},
+ Institution = {DECHEMA Jahrestagung der Biotechnologen},
+ Year = {2003},
+
+ Address = {M\"unchen},
+ Month = {April},
+
+ Keywords = {agbock optimal control biology chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Brandt-Pollmann2002,
+ Title = {{O}ptimization of discontinuous dynamical models},
+ Author = {Brandt-Pollmann, U.},
+ Institution = {First International Conference on Optimization and Software},
+ Year = {2002},
+
+ Address = {Hangzhou, China},
+ Month = {December},
+
+ Keywords = {agbock optimal control DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Brandt-Pollmann2005,
+ Title = {{R}eal-time nonlinear feedback control of pattern formation in (bio)chemical reaction--diffusion processes: {A} model study},
+ Author = {Brandt-Pollmann, U. and Lebiedz, D. and Diehl, M. and Sager, S. and Schl\"oder, J.P.},
+ Journal = {Chaos},
+ Year = {2005},
+ Note = {selected for online-publication in Virtual Journal of Biological Physics Research, July 15, 2005},
+ Pages = {033901},
+ Volume = {15},
+
+ File = {Brandt-Pollmann2005a.pdf:Brandt-Pollmann2005a.pdf:PDF},
+ Keywords = {agbock optimal control biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://chaos.aip.org/resource/1/chaoeh/v15/i3/p033901_s1}
+}
+
+@Article{Bregman1967,
+ Title = {The relaxation method of finding the common point of convex sets and its application to the solution of problems in convex programming},
+ Author = {Bregman, L.},
+ Journal = {USSR computational mathematics and mathematical physics},
+ Year = {1967},
+ Number = {3},
+ Pages = {200--217},
+ Volume = {7},
+
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Breiman2001,
+ Title = {Statistical Modeling: The Two Cultures},
+ Author = {Breiman, L.},
+ Journal = {Statistical Science},
+ Year = {2001},
+ Pages = {199-231},
+ Volume = {16},
+
+ File = {breiman2001statistical.pdf:Statistics\\breiman2001statistical.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Breiman1997,
+ Title = {Predicting Multivariate Responses in Multiple Linear Regression},
+ Author = {Breiman, Leo and Friedman, Jerome H.},
+ Journal = {J. Royal Stat. Soc.},
+ Year = {1997},
+ Number = {1},
+ Pages = {3-54},
+ Volume = {59},
+
+ File = {Breiman97Predicting.pdf:/home/baldazen/Desktop/Scienza/Statistical Learning/Vector-valued/Breiman97Predicting.pdf:PDF},
+ Keywords = {curds, whey, multiple responses, regression},
+ Owner = {baldazen},
+ Timestamp = {2008.02.04}
+}
+
+@Book{Brenan1996,
+ Title = {{N}umerical solution of initial-value problems in differential-algebraic equations},
+ Author = {Brenan, K.E. and Campbell, S.L. and Petzold, L.R.},
+ Publisher = {{SIAM}},
+ Year = {1996},
+
+ Address = {Philadelphia},
+ Note = {Classics in Applied Mathematics 14},
+
+ Keywords = {DAE},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@Article{Brezis1970,
+ Title = {Semigroups of nonlinear contractions on convex sets},
+ Author = {Brezis, H. and Pazy, A.},
+ Journal = {J. Funct. Anal.},
+ Year = {1970},
+ Pages = {237--281},
+ Volume = {6},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.24}
+}
+
+@Article{Briceno-Arias2011,
+ Title = {A monotone + skew splitting model for composite monotone inclusions in duality},
+ Author = {L.M. Briceno-Arias and P.L. Combettes},
+ Journal = {SIAM J. Opt.},
+ Year = {2011},
+ Number = {4},
+ Pages = {1230--1250},
+ Volume = {21},
+
+ File = {:Papers/BricenoArias2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.02}
+}
+
+@TechReport{Brin,
+ Title = {The Anatomy of a Large-Scale Hypertextual
+Web Search Engine},
+ Author = {Brin and Page},
+ Institution = {Stanford University, Computer Science Department},
+
+ File = {brin98anatomy.pdf:Statistical Learning/brin98anatomy.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@TechReport{Brina,
+ Title = {The PageRank Citation Ranking:
+Bringing Order to the Web},
+ Author = {Brin and Page},
+
+ File = {PageRank98.pdf:Statistical Learning/PageRank98.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Book{Bronstein2000,
+ Title = {{T}aschenbuch der {M}athematik},
+ Author = {Ilja N. Bronstein and Konstantin A. Semendjajew and Gerhard Musiol and Heiner M\"uhlig},
+ Publisher = {Harri Deutsch Verlag},
+ Year = {2000},
+
+ Address = {Frankfurt},
+
+ Keywords = {textbook miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Broyden1967,
+ Title = {{Q}uasi-{N}ewton methods and their application to function minimization},
+ Author = {Broyden, C. G.},
+ Journal = {Math. Comp.},
+ Year = {1967},
+ Pages = {368--381},
+ Volume = {21},
+
+ File = {Broyden1967.pdf:Broyden1967.pdf:PDF},
+ Keywords = {optimization SQP},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bruckstein2009,
+ Title = {From sparse solutions of systems of equations to sparse modeling of signals and images},
+ Author = {Bruckstein, A.M. and Donoho, D.L. and Elad, M.},
+ Journal = {SIAM Rev.},
+ Year = {2009},
+ Number = {1},
+ Pages = {34--81},
+ Volume = {51},
+
+ File = {bruckstein2009sparse.pdf:Statistical Learning\\SPARSITY\\bruckstein2009sparse.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Citeseer},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Brudnak2006,
+ Title = {Vector-Valued Support Vector Regression},
+ Author = {Brudnak, M.},
+ Booktitle = {International Joint Conference on Neural Networks, 2006. IJCNN '06. },
+ Year = {2006},
+ Month = {16-21 July},
+ Pages = {1562--1569},
+
+ File = {VectorValuedSVM.pdf:/home/baldazen/Desktop/Scienza/Statistical Learning/Multiclass/VectorValuedSVM.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2007.10.15}
+}
+
+@Unpublished{Bruer2014,
+ Title = {Time-data tradeoffs by agressive smoothing},
+ Author = {J. Bruer and S. J. Becker and V. Cevher and J. A. Tropp},
+ Note = {\emph{Conf. on Neur. Inf. Proc. Sys.}, to appear},
+ Year = {2014},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.29}
+}
+
+@Article{Bruhn2005,
+ Title = {Lucas/Kanade Meets Horn/Schunck: Combining Local and Global Optic
+Flow Methods},
+ Author = {Bruhn and Weickert and Schnorr},
+ Journal = {Int. J. Comp. Vision},
+ Year = {2005},
+ Pages = {211-231},
+ Volume = {61},
+
+ File = {bruhn-ijcv05c.pdf:VC/bruhn-ijcv05c.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.21}
+}
+
+@Book{Bryson1975,
+ Title = {{A}pplied {O}ptimal {C}ontrol},
+ Author = {Bryson, A.E. and Ho, Y.-C.},
+ Publisher = {Wiley},
+ Year = {1975},
+
+ Address = {New York},
+
+ File = {Bryson1975.pdf:Bryson1975.pdf:PDF},
+ Keywords = {optimal control bang-bang optimality conditions indirect methods},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Buades2010,
+ Title = {Image Denoising Methods. A New Nonlocal Principle},
+ Author = {A. Buades and B. Coll and J. M. Morel},
+ Journal = {SIAM Rev.},
+ Year = {2010},
+ Number = {1},
+ Pages = {113--147},
+ Volume = {52},
+
+ File = {:Papers/Buades2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Bubeck2012,
+ Title = {Regret analysis of stochastic and nonstochastic multi-armed bandit problems},
+ Author = {Bubeck, S\'{e}bastien and Cesa-Bianchi, Nicol\`{o}},
+ Journal = {Found. Trends Mach. Learn.},
+ Year = {2012},
+ Number = {1},
+ Pages = {1--122},
+ Volume = {5},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.11}
+}
+
+@InProceedings{Buchbinder2014,
+ Title = {Submodular Maximization with Cardinality Constraints},
+ Author = {Buchbinder, N. and Feldman, M. and Naor, J. and Schwartz, R.},
+ Year = {2014},
+ Organization = {SIAM},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Buchbinder2012,
+ Title = {A tight linear time (1/2)-approximation for unconstrained submodular maximization},
+ Author = {Buchbinder, N. and Feldman, M. and Naor, J. and Schwartz, R.},
+ Booktitle = {Foundations of Computer Science (FOCS), 2012 IEEE 53rd Annual Symposium on},
+ Year = {2012},
+ Organization = {IEEE},
+ Pages = {649--658},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Buckley1985,
+ Title = {{D}esign of {D}istillation {C}olumn {C}ontrol {S}ystems},
+ Author = {P.S. Buckley and W.L. Luyben and J.P. Shunta},
+ Publisher = {Instrument Society of America},
+ Year = {1985},
+
+ Address = {New York},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Budrene1995,
+ Title = {{D}ynamics of formation of symmetric patterns by chemotactic bacteria},
+ Author = {E.O. Budrene and H.C. Berg},
+ Journal = {Nature},
+ Year = {1995},
+ Pages = {49},
+ Volume = {376},
+
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Budrene1991,
+ Title = {{C}omplex patterns formed by motile cells of {E}scherichia coli},
+ Author = {E.O. Budrene and H.C. Berg},
+ Journal = {Nature},
+ Year = {1991},
+ Pages = {630},
+ Volume = {349},
+
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Bulirsch1971,
+ Title = {{D}ie {M}ehrzielmethode zur numerischen {L}\"osung von nichtlinearen {R}andwertproblemen und {A}ufgaben der optimalen {S}teuerung},
+ Author = {Bulirsch, R.},
+ Institution = {Carl-Cranz-Gesellschaft},
+ Year = {1971},
+
+ Address = {Oberpfaffenhofen},
+
+ Keywords = {multiple shooting optimal control indirect methods},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Bunea,
+ Title = {AGGREGATION FOR GAUSSIAN REGRESSION},
+ Author = {Bunea and Tsybakov and Wegkamp},
+ Journal = {Ann. Stats.},
+
+ File = {Aggregation for Gaussian Regression.pdf:Statistical Learning/Aggregation for Gaussian Regression.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Conference{Bunea2006,
+ Title = {Aggregation and Sparsity via l1 Penalized Least Squares},
+ Author = {Bunea and Tsybakov and Wegkamp},
+ Year = {2006},
+
+ File = {tsybakov_sparsity.pdf:Statistical Learning/tsybakov_sparsity.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Article{Bunea2008,
+ Title = {Honest variable selection in linear and logistic regression models via $\ell_1$ and $\ell_1 + \ell_2$ penalization},
+ Author = {Bunea, Florentina},
+ Journal = {Elec. J. Stats.},
+ Year = {2008},
+ Pages = {1153--1194},
+ Volume = {2},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.10}
+}
+
+@Article{Bunea2010,
+ Title = {Penalized least squares regression methods and applications to neuroimaging},
+ Author = {Bunea, F. and She, Y. and Ombao, H. and Gongvatana, A. and Devlin, K. and Cohen, R.},
+ Journal = {NeuroImage},
+ Year = {2010},
+
+ File = {bunea2010penalized.pdf:NEURO\\bunea2010penalized.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Burke2002,
+ Title = {Two numerical methods for optimizing matrix stability},
+ Author = {J.V. Burke and A.S. Lewis and M.L. Overton},
+ Journal = {Linear Algebra and Its Applications},
+ Year = {2002},
+ Pages = {117--145},
+ Volume = {351-352},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Burke2001,
+ Title = {Optimizing Matrix Stability},
+ Author = {Burke, J.V., Lewis, A.S. and Overton, M.L.},
+ Journal = {Proc. Amer. Math. Soc.},
+ Year = {2001},
+ Pages = {1635--1642},
+ Volume = {129},
+
+ Owner = {quoctd},
+ Timestamp = {2012.07.20}
+}
+
+@Article{Byrd1989,
+ Title = {A tool for the analysis of quasi-Newton methods with application to unconstrained minimization},
+ Author = {R. H. Byrd and J. Nocedal},
+ Journal = {SIAM J. Numer. Anal.},
+ Year = {1989},
+ Number = {3},
+ Pages = {727--739},
+ Volume = {26},
+
+ Owner = {quoctd},
+ Timestamp = {2013.07.16}
+}
+
+@Article{Byrd1994,
+ Title = {{R}epresentations of quasi-{Newton} matrices and their use in limited memory methods},
+ Author = {R. H. Byrd and J. Nocedal and R. B. Schnabel},
+ Journal = {Math. Prog.},
+ Year = {1994},
+ Pages = {129--156},
+ Volume = {63},
+
+ Keywords = {SQP optimization computational},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Byrd2006,
+ Title = {{KNITRO}: An integrated package for nonlinear optimization},
+ Author = {Richard H. Byrd and Jorge Nocedal and Richard A. Waltz},
+ Booktitle = {Large Scale Nonlinear Optimization},
+ Year = {2006},
+ Editor = {Gianni Pillo and Massimo Roma},
+ Pages = {35--59},
+ Publisher = {Springer Verlag},
+
+ File = {Byrd2006.pdf:Byrd2006.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Byrd1988,
+ Title = {Parallel quasi-Newton methods for unconstrained optimization},
+ Author = {Byrd, Richard H. and Schnabel, Robert B. and Shultz, Gerald A.},
+ Journal = {Math. Prog.},
+ Year = {1988},
+ Pages = {273-306},
+ Volume = {42},
+
+ Affiliation = {Department of Computer Science University of Colorado 80309 Boulder CO USA},
+ File = {Byrd1988.pdf:Byrd1988.pdf:PDF},
+ ISSN = {0025-5610},
+ Issue = {1},
+ Keyword = {Mathematics and Statistics},
+ Keywords = {distributed optimization},
+ Owner = {quoctd},
+ Publisher = {Springer Berlin / Heidelberg},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/BF01589407}
+}
+
+@Article{Byrne2013,
+ Title = {Alternating minimization as sequential unconstrained minimization - a survey},
+ Author = {C.L. Byrne},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2013},
+ Pages = {1--13},
+ Volume = {xx},
+
+ File = {:Papers/Byrne2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Article{Cai2010,
+ Title = {A Singular Value Thresholding Algorithm for Matrix Completion},
+ Author = {Cai, J.F. and Cand{\`e}s, E.J. and Shen, Z.},
+ Journal = {SIAM J. Opt.},
+ Year = {2010},
+ Pages = {1956},
+ Volume = {20},
+
+ File = {cai2010singular.pdf:Optimization/cai2010singular.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Cai2014,
+ Title = {Geometrizing local rates of convergence for high-dimensional linear inverse problems},
+ Author = {Cai, T. Tony and Liang, Tengyuan and Rakhlin, Alexander},
+ Year = {2014},
+ Note = {arXiv:1404.4408v2 [math.ST]},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.17}
+}
+
+@Article{Cai2012,
+ Title = {An improved first-order primal-dual algorithm with a new correction step},
+ Author = {X. Cai and . Han and L. Xu},
+ Journal = {J. Global Opt.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Cai2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{Calafiore2004,
+ Title = {Ellipsoidal bounds for uncertain linear equations and dynamical systems},
+ Author = {Giuseppe Calafiore and Laurent El Ghaoui},
+ Journal = {Automatica},
+ Year = {2004},
+ Number = {5},
+ Pages = {773 - 787},
+ Volume = {40},
+
+ Doi = {10.1016/j.automatica.2004.01.001},
+ File = {Calafiore2004.pdf:Calafiore2004.pdf:PDF},
+ ISSN = {0005-1098},
+ Keywords = {Uncertain linear equations},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0005109804000123}
+}
+
+@Article{Calvo1990,
+ Title = {{O}n the zero stability of the variable order variable stepsize {BDF}- formulas.},
+ Author = {Calvo, M. and Grande, T. and Grigorieff, R.D.},
+ Journal = {Numer. Math. },
+ Year = {1990},
+ Number = {1},
+ Pages = {39--50},
+ Volume = {57},
+
+ Keywords = {DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Cameron2013,
+ Title = {Regression Analysis of Count Data},
+ Author = {Cameron, A. Colin and Trivedi, Pravin K.},
+ Publisher = {Cambridge Univ. Press},
+ Year = {2013},
+
+ Address = {New York},
+ Edition = {second},
+
+ Owner = {yhli},
+ Timestamp = {2014.09.19}
+}
+
+@Article{Campi2001,
+ Title = {Learning with prior information},
+ Author = {M.C. Campi and M. Vidyasagar},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2001},
+ Pages = {1682-1695},
+ Volume = {46(11)},
+
+ File = {CampiVidyasagar01LearningPrior.pdf:/home/baldazen/Desktop/Scienza/Statistical Learning/CampiVidyasagar01LearningPrior.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2007.11.13}
+}
+
+@InProceedings{Campo1987,
+ Title = {{R}obust model predictive control},
+ Author = {Campo, P. J. and Morari, M.},
+ Booktitle = {Proc. Amer. Control Conf.},
+ Year = {1987},
+ Pages = {1021--1026},
+
+ Keywords = {NMPC robust optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Candes2006,
+ Title = {Modern statistical estimation via oracle inequalities},
+ Author = {Cand{\`{e}}s, Emmanuel J.},
+ Journal = {Acta Numer.},
+ Year = {2006},
+
+ Month = may,
+ Pages = {257--325},
+ Volume = {15},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@InProceedings{Candes2006b,
+ Title = {Compressive sampling},
+ Author = {Cand{\`e}s, E. J.},
+ Booktitle = {Proc. Int. Congr. Mathematicians},
+ Year = {2006},
+ Pages = {1433--1452},
+
+ File = {candes2006compressive.pdf:COMPRESSIVE SENSING/candes2006compressive.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Candes2011,
+ Title = {Robust principal component analysis?},
+ Author = {Cand\`{e}s, Emmanuel and Li, Xiaodong and Ma, Yi and Wright, John},
+ Journal = {J. Amer. Chem. Soc.},
+ Year = {2011},
+
+ Month = {may},
+ Number = {3},
+ Volume = {58},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.04}
+}
+
+@Article{Candes2012a,
+ Title = {Simple bounds for recovering low-complexity models},
+ Author = {E. Cand\`{e}s and B. Recht},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {1--13},
+ Volume = {xx},
+
+ File = {:Papers/Candes2012a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Article{Candes2009b,
+ Title = {Exact matrix completion via convex optimization},
+ Author = {Cand\`{e}s, Emmanuel and Recht, Benjamin},
+ Journal = {Found. Comp. Math.},
+ Year = {2009},
+ Pages = {717--772},
+ Volume = {9},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.01}
+}
+
+@Article{Candes2012,
+ Title = {PhaseLift: Exact and Stable Signal Recovery from Magnitude Measurements via Convex Programming},
+ Author = {E.J. Cand\`{e}s and T. Strohmer and V. Voroninski},
+ Journal = {IEE Trans. Signal Processing},
+ Year = {2012},
+ Number = {5},
+ Pages = {2422--2432},
+ Volume = {60},
+
+ File = {:Papers/Candes2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Candes2008,
+ Title = {The restricted isometry property and its implications for compressed sensing},
+ Author = {Cand\`{e}s, Emmanuel J.},
+ Journal = {C. R. Acad. Sci. Paris, Ser. I},
+ Year = {2008},
+ Pages = {589--592},
+ Volume = {346},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Candes2013a,
+ Title = {Phase retrieval from coded diffraction patterns},
+ Author = {Cand\`{e}s, Emmanuel J and Li, Xiaodong and Soltanolkotabi, Mahdi},
+ Journal = {preprint},
+ Year = {2013},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Candes2009,
+ Title = {Near-ideal model selection by $\ell_1$ minimization},
+ Author = {Cand\`{e}s, Emmanuel J. and Plan, Yaniv},
+ Journal = {Ann. Stats.},
+ Year = {2009},
+ Number = {5A},
+ Pages = {2145--2177},
+ Volume = {37},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.28}
+}
+
+@Article{Candes2006a,
+ Title = {Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information},
+ Author = {Cand\`{e}s, Emmanuel J. and Romberg, Justin and Tao, Terence},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2006},
+
+ Month = feb,
+ Number = {2},
+ Pages = {489--509},
+ Volume = {52},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.01}
+}
+
+@TechReport{Candes2000,
+ Title = {Curvelets: A surprisingly effective nonadaptive representation for objects with edges},
+ Author = {Candes, E. and Donoho, D.},
+ Institution = {DTIC Document},
+ Year = {2000},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Candes2009a,
+ Title = {Matrix completion with noise},
+ Author = {Candes, E.J. and Plan, Y.},
+ Journal = {Proc. IEEE},
+ Year = {2009},
+
+ File = {candes2009noisycompletion.pdf:Statistical Learning/MATRIX COMPLETION/candes2009noisycompletion.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.02.16}
+}
+
+@Article{Candes2013,
+ Title = {PhaseLift: Exact and stable signal recovery from magnitude measurements via convex programming},
+ Author = {Candes, E. and Strohmer, T. and Voroninski, V.},
+ Journal = {Comms. on Pure and App. Math.},
+ Year = {2013},
+ Number = {8},
+ Pages = {1241--1274},
+ Volume = {66},
+
+ Owner = {jmscarlett},
+ Publisher = {Wiley Online Library},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Candes2009c,
+ Title = {The power of convex relaxation: Near-optimal matrix completion},
+ Author = {Candes, E.J. and Tao, T.},
+ Journal = {arXiv},
+ Year = {2009},
+ Volume = {903},
+
+ File = {candes2009power.pdf:Statistical Learning/MATRIX COMPLETION/candes2009power.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Citeseer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Candes2007,
+ Title = {The {D}antzig selector: Statistical estimation when $p$ is much larger than $n$},
+ Author = {Candes, Emmanuel and Tao, Terence},
+ Journal = {Ann. Stats.},
+ Year = {2007},
+ Number = {6},
+ Pages = {2313--2351},
+ Volume = {35},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Candes2005,
+ Title = {Decoding by linear programming},
+ Author = {Candes, Emmanuel and Tao, Terence},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2005},
+
+ Month = dec,
+ Number = {12},
+ Pages = {4203--4215},
+ Volume = {51},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.24}
+}
+
+@Article{Candes2011a,
+ Title = {Phase retrieval via matrix completion},
+ Author = {E. J. Candes and Y. Eldar and T. Strohmer and V. Voroninski},
+ Journal = {SIAM J. on Imaging Sciences},
+ Year = {2011},
+ Number = {1},
+ Pages = {199--225},
+ Volume = {6},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.22}
+}
+
+@Article{Candes2006c,
+ Title = {Near-optimal signal recovery from random projections: Universal encoding strategies?},
+ Author = {Candes, Emmanuel J and Tao, Terence},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2006},
+ Number = {12},
+ Pages = {5406--5425},
+ Volume = {52},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Cao2003,
+ Title = {{A}djoint {S}ensitivity {A}nalysis for {D}ifferential-{A}lgebraic {E}quations: {T}he {A}djoint {DAE} {S}ystem and its {N}umerical {S}olution},
+ Author = {Y. Cao and S. Li and L.R. Petzold and R. Serban},
+ Journal = {{SIAM} J. Sci. Comp.},
+ Year = {2003},
+ Number = {3},
+ Pages = {1076--1089},
+ Volume = {24},
+
+ Keywords = {DAE automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Capalbo2002,
+ Title = {Randomness conductors and constant-degree lossless expanders},
+ Author = {Capalbo, Michael and Reingold, Omer and Vadhan, Salil and Wigderson, Avi},
+ Booktitle = {Proc. ACM Symp. Theory of computing},
+ Year = {2002},
+ Organization = {ACM},
+ Pages = {659--668},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Caponnetto2006,
+ Title = {Optimal Rates for Regularization Operators in Learning Theory},
+ Author = {Andrea Caponnetto},
+ Institution = {Massachusetts Institute of Technology},
+ Year = {2006},
+
+ File = {Caponnetto_regop_TR(TR11).pdf:Statistical Learning/Caponnetto_regop_TR(TR11).pdf:PDF},
+ Keywords = {PCA, sparsity, sPCA},
+ Owner = {luca},
+ Timestamp = {2007.02.12}
+}
+
+@Article{Caponnetto2007,
+ Title = {Optimal Rates for Regularized Least-Squares Algorithm},
+ Author = {Caponnetto, Andrea and De Vito, Ernesto},
+ Journal = {Found. Comp. Math.},
+ Year = {2007},
+ Number = {3},
+ Pages = {331--368},
+ Volume = {7},
+
+ Doi = {10.1007/s10208-006-0196-8},
+ File = {caponnetto2007optimalrates.pdf:Statistical Learning/caponnetto2007optimalrates.pdf:PDF;:Statistical Learning/caponnetto2007optimal.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Caponnetto2005,
+ Title = {Fast Rates for Regularized Least-squares Algorithm},
+ Author = {Caponnetto, A. and De Vito, E.},
+ Institution = {CBCL - Massachusetts Institute of Technology},
+ Year = {2005},
+
+ Address = {Cambridge, MA},
+ Month = {April},
+ Type = {CBCL Paper 248/AI} # Memo # {2005-013},
+
+ File = {caponnetto2005fast.pdf:Statistical Learning/caponnetto2005fast.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.09.21}
+}
+
+@Article{Caponnetto2008,
+ Title = {Universal Kernels for Multi-Task Learning},
+ Author = {Caponnetto, A. and Micchelli, C.A. and Pontil, M. and Ying, Y.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2008},
+ Pages = {1615-1646},
+ Volume = {9},
+
+ Address = {Cambridge, MA, USA},
+ File = {:Statistical Learning/Vector-valued/CaponnettoPontil07UniversalKernels.pdf:PDF},
+ ISSN = {1533-7928},
+ Owner = {jmscarlett},
+ Publisher = {MIT Press},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Caponnetto2006a,
+ Title = {Adaptation for Regularization Operators in Learning Theory},
+ Author = {Andrea Caponnetto and Y. Yao},
+ Institution = {Massachusetts Institute of Technology},
+ Year = {2006},
+
+ File = {Caponnetto_adaptregop_TR(TR12).pdf:Statistical Learning/Caponnetto_adaptregop_TR(TR12).pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.12}
+}
+
+@Article{Caracotsios1985,
+ Title = {{S}ensitivity analysis of initial value problems with mixed {ODE}s and algebraic equations},
+ Author = {M. Caracotsios and W.E. Stewart},
+ Journal = {Comp. Chem. Eng..},
+ Year = {1985},
+ Pages = {359--365},
+ Volume = {9},
+
+ Keywords = {ODE DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Carlen1991,
+ Title = {Superadditivity of {F}isher's information and logarithmic {S}obolev inequalities},
+ Author = {Carlen, Eric A.},
+ Journal = {J. Funct. Anal.},
+ Year = {1991},
+ Pages = {194--211},
+ Volume = {101},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.13}
+}
+
+@Article{Carmeli2006,
+ Title = {Vector valued reproducing kernel Hilbert spaces of integrable functions and Mercer theorem},
+ Author = {Carmeli, C. and De Vito, E. and Toigo, A.},
+ Journal = {Anal. and Apps.},
+ Year = {2006},
+ Pages = {377-408},
+ Volume = {4},
+
+ File = {mercer.pdf:Statistical Learning/Vector-valued/carmeli2006vvrkhs.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Article{Carmeli2009,
+ Title = {Vector Valued Reproducing Kernel Hilbert Spaces and Universality},
+ Author = {Carmeli, C. and De Vito, E. and Toigo, A. and Umanita', V.},
+ Journal = {Anal. and Apps.},
+ Year = {2009},
+
+ File = {carmeli2009vvrkhs.pdf:Statistical Learning/Vector-valued/carmeli2009vvrkhs.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.01.22}
+}
+
+@Article{Carneiro2007,
+ Title = {Supervised Learning of Semantic Classes for Image Annotation and Retrieval},
+ Author = {Gustavo Carneiro and Antoni B. Chan and Pedro J. Moreno and Nuno Vasconcelos},
+ Journal = {IEEE Trans. Patt. Anal. and Mach. Intel.},
+ Year = {2007},
+ Number = {3},
+ Pages = {394-410},
+ Volume = {29},
+
+ Address = {Los Alamitos, CA, USA},
+ Doi = {http://doi.ieeecomputersociety.org/10.1109/TPAMI.2007.61},
+ File = {carneiro07retrieval.pdf:/home/baldazen/Desktop/Scienza/VC/carneiro07retrieval.pdf:PDF},
+ ISSN = {0162-8828},
+ Owner = {baldazen},
+ Publisher = {IEEE Computer Society},
+ Timestamp = {2008.01.29}
+}
+
+@Article{Carroll2009,
+ Title = {Prediction and interpretation of distributed neural activity with sparse models},
+ Author = {Carroll, M.K. and Cecchi, G.A. and Rish, I. and Garg, R. and Rao, A.R.},
+ Journal = {NeuroImage},
+ Year = {2009},
+ Number = {1},
+ Pages = {112--122},
+ Volume = {44},
+
+ File = {carroll2009prediction.pdf:NEURO\\carroll2009prediction.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Cartis2013,
+ Title = {An exact tree projection algorithm for wavelets},
+ Author = {Cartis, C. and Thompson, A.},
+ Journal = {arXiv preprint arXiv:1304.4570},
+ Year = {2013},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Caruana1997,
+ Title = {Multitask Learning},
+ Author = {Caruana, R.},
+ Journal = {Mach. Learn.},
+ Year = {1997},
+ Pages = {41-75},
+ Volume = {28},
+
+ File = {:Z\:\\myhome\\scienza\\Statistical Learning\\Multitask\\caruana97mtl.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Castellini2007,
+ Title = {Internal Models of Reaching and Grasping},
+ Author = {Castellini, C. and Orabona, F. and Metta, G. and Sandini, G.},
+ Journal = {Adv. Robotics},
+ Year = {2007},
+ Volume = {21},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Castro2006,
+ Title = {Faster rates in regression via active learning},
+ Author = {Castro, Rui and Willett, Rebecca and Nowak, Robert},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2006},
+ Pages = {179},
+ Volume = {18},
+
+ File = {castro2006faster.pdf:ADAPTIVE SAMPLING/castro2006faster.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {MIT; 1998},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Cauchy1847a,
+ Title = {M{\'e}thode g{\'e}n{\'e}rale pour la r{\'e}solution des systemes d’{\'e}quations simultan{\'e}es},
+ Author = {Cauchy, A.},
+ Journal = {Comp. Rend. Sci. Paris},
+ Year = {1847},
+ Number = {1847},
+ Pages = {536--538},
+ Volume = {25},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Cendrillon2006,
+ Title = {Optimal multiuser spectrum balancing for digital subscriber lines},
+ Author = {Cendrillon, R. and Wei Yu and Moonen, M. and Verlinden, J. and Bostoen, T.},
+ Journal = {IEEE Trans. Comms.},
+ Year = {2006},
+
+ Month = {may},
+ Number = {5},
+ Pages = { 922 - 933},
+ Volume = {54},
+
+ Doi = {10.1109/TCOMM.2006.873096},
+ ISSN = {0090-6778},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Censor2009,
+ Title = {A note on the behavior of the randomized Kaczmarz algorithm of Strohmer and Vershynin},
+ Author = {Censor, Yair and Herman, Gabor T and Jiang, Ming},
+ Journal = {J. Fourier Anal. and Apps.},
+ Year = {2009},
+ Number = {4},
+ Pages = {431--436},
+ Volume = {15},
+
+ File = {censor2009note.pdf:censor2009note.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Cervantes1998,
+ Title = {{L}arge-scale {DAE} optimization using a simultaneous {NLP} formulation},
+ Author = {Cervantes, A. and L.T. Biegler},
+ Journal = {{AIChE} Journal},
+ Year = {1998},
+ Number = {5},
+ Pages = {1038--1050},
+ Volume = {44},
+
+ Keywords = {optimal control collocation DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Cesa-Bianchi2006,
+ Title = {Prediction, Learning, and Games},
+ Author = {Cesa-Bianchi, Nicol\`{o} and Lugosi, G\'{a}bor},
+ Publisher = {Cambridge Univ. Press},
+ Year = {2006},
+
+ Address = {Cambridge, UK},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.25}
+}
+
+@InProceedings{Cevher2009a,
+ Title = {Learning with compressible priors},
+ Author = {Cevher, Volkan},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2009},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.10}
+}
+
+@InCollection{Cevher2009,
+ Title = {Sparse Signal Recovery Using Markov Random Fields},
+ Author = {Cevher, Volkan and Marco F. Duarte and Chinmay Hegde and Baraniuk, Richard},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Publisher = {Curran Associates, Inc.},
+ Year = {2009},
+ Pages = {257-264},
+
+ Owner = {jmscarlett}
+}
+
+@InCollection{Cevher2008,
+ Title = {Compressive Sensing for Background Subtraction},
+ Author = {Cevher, Volkan and Sankaranarayanan, Aswin and Duarte, Marco F. and Reddy, Dikpal and Baraniuk, Richard G. and Chellappa, Rama},
+ Booktitle = {Computer Vision ECCV},
+ Publisher = {Springer Berlin Heidelberg},
+ Year = {2008},
+ Pages = {155-168},
+ Volume = {5303},
+
+ ISBN = {978-3-540-88685-3},
+ Language = {English},
+ Owner = {jmscarlett}
+}
+
+@InProceedings{Chai2009,
+ Title = {Multi-task Gaussian Process Learning of Robot Inverse Dynamics},
+ Author = {Chai, K. M. A. and Williams, C. K. I. and Klanke, S. and Vijayakumar, S.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2009},
+
+ File = {:Statistical Learning/Multitask/chai08mtgplearning.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2009.01.28}
+}
+
+@Article{Chamberlain1982,
+ Title = {{T}he watchdog technique for forcing convergence in algorithms for constrained optimization},
+ Author = {Chamberlain, R. and Lemar{\'e}chal, C. and Pedersen, H. C. and Powell, M. J. D.},
+ Journal = {Math. Prog.},
+ Year = {1982},
+ Pages = {1--17},
+ Volume = {16},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Chambolle2004,
+ Title = {An Algorithm for Total Variation Minimization and Applications},
+ Author = {Chambolle, Antonin},
+ Journal = {J. Math. Imaging Vis.},
+ Year = {2004},
+ Pages = {89--97},
+ Volume = {20},
+
+ Acmid = {964985},
+ Address = {Norwell, MA, USA},
+ Doi = {http://dx.doi.org/10.1023/B:JMIV.0000011325.36760.1e},
+ File = {chambolle2004algorithm.pdf:Optimization\\chambolle2004algorithm.pdf:PDF},
+ ISSN = {0924-9907},
+ Issue = {1-2},
+ Keywords = {denoising, image reconstruction, mean curvature motion, total variation, zooming},
+ Numpages = {9},
+ Owner = {jmscarlett},
+ Publisher = {Kluwer Academic Publishers},
+ Timestamp = {2014.11.25},
+ Url = {http://dx.doi.org/10.1023/B:JMIV.0000011325.36760.1e}
+}
+
+@Article{Chambolle2009,
+ Title = {On total variation minimization and surface evolution using parametric maximum flows},
+ Author = {Chambolle, Antonin and Darbon, J{\'e}r{\^o}me},
+ Journal = {Int. J. Comp. Vision},
+ Year = {2009},
+ Number = {3},
+ Pages = {288--307},
+ Volume = {84},
+
+ File = {chambolle2009total.pdf:chambolle2009total.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Chambolle1998,
+ Title = {Nonlinear wavelet image processing: variational problems, compression, and noise removal through wavelet shrinkage},
+ Author = {Chambolle, A. and De Vore, R. and Lee, N. and Lucier, B.},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {1998},
+ Number = {3},
+ Pages = {319--335},
+ Volume = {7},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Chambolle2011,
+ Title = {A first-order primal-dual algorithm for convex problems with applications to imaging},
+ Author = {Chambolle, Antonin and Pock, Thomas},
+ Journal = {J. Math. Imaging Vis.},
+ Year = {2011},
+ Pages = {120--145},
+ Volume = {40},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.26}
+}
+
+@Article{Chan2011,
+ Title = {{A}n {A}ugmented {L}agrangian {M}ethod for {T}otal {V}ariation {V}ideo {R}estoration},
+ Author = {S. H. Chan and R. Khoshabeh and K.B. Gibson and P. E. Gill and T.Q. Nguyen},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2011},
+ Number = {11},
+ Pages = {3097--3111},
+ Volume = {20},
+
+ Owner = {quoctd},
+ Timestamp = {2014.01.31}
+}
+
+@Article{Chan1977,
+ Title = {A Program for Computing the Condition Numbers of Matrix Eigenvalues Without Computing Eigenvectors},
+ Author = {S. P. Chan and R. Feldman and B. N. Parlett},
+ Journal = {{ACM} Trans. Math. Soft.},
+ Year = {1977},
+ Pages = {186-203},
+ Volume = {3},
+
+ File = {Statistical Learning\\chan76conditioning.pdf:Statistical Learning\\chan76conditioning.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2007.02.01}
+}
+
+@Article{Chan2001,
+ Title = {Active contours without edges},
+ Author = {Chan, T.F. and Vese, L.A.},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2001},
+
+ Month = {Feb.},
+ Number = {2},
+ Pages = {266--277},
+ Volume = {10},
+
+ Doi = {10.1109/83.902291},
+ File = {chan01active.pdf:VC/chan01active.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.25}
+}
+
+@TechReport{Chandar2008,
+ Title = {A negative result concerning explicit matrices with the restricted isometry property},
+ Author = {Chandar, Venkat},
+ Year = {2008},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.02}
+}
+
+@Article{Chandrasekaran2013,
+ Title = {Computational and statistical tradeoffs via convex relaxation},
+ Author = {Chandrasekaran, Venkat and Jordan, Michael I.},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2013},
+ Number = {13},
+ Pages = {E1181-E1190},
+ Volume = {110},
+
+ Eprint = {http://www.pnas.org/content/110/13/E1181.full.pdf+html},
+ Owner = {jmscarlett}
+}
+
+@Article{Chandrasekaran2012a,
+ Title = {Latent variable graphical model selection via convex optimization},
+ Author = {V. Chandrasekaran and P.A. Parrilo and A.S. Willsky},
+ Journal = {Ann. Stats.},
+ Year = {2012},
+ Number = {4},
+ Pages = {1935--1967},
+ Volume = {40},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.17}
+}
+
+@Article{Chandrasekaran2012,
+ Title = {The convex geometry of linear inverse problems},
+ Author = {Chandrasekaran, Venkat and Recht, Benjamin and Parrilo, Pablo A. and Willsky, Alan S.},
+ Journal = {Found. Comp. Math.},
+ Year = {2012},
+ Pages = {805--849},
+ Volume = {12},
+
+ Owner = {yhli},
+ Timestamp = {2014.01.29}
+}
+
+@Article{Chandrasekaran2011,
+ Title = {Rank-sparsity incoherence for matrix decomposition},
+ Author = {Chandrasekaran, Venkat and Sanghavi, Sujay and Parrilo, Pablo A. and WIllsky, Alan S.},
+ Journal = {SIAM J. Opt.},
+ Year = {2011},
+ Number = {2},
+ Pages = {572--596},
+ Volume = {21},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.11}
+}
+
+@Article{Chang2011,
+ Title = {{LIBSVM}: a library for support vector machines},
+ Author = {C.-C. Chang and C.-J. Lin},
+ Journal = {{ACM} Trans. Int. Sys. Tech.},
+ Year = {2011},
+ Number = {27},
+ Pages = {1--27},
+ Volume = {2},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.25}
+}
+
+@Article{Charnes1959,
+ Title = {{C}hance {C}onstrained {P}rogramming},
+ Author = {Charnes, A. and W.W. Cooper},
+ Journal = {Management Sci.},
+ Year = {1959},
+ Number = {1},
+ Pages = {73--78},
+ Volume = {6},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Chazan1970,
+ Title = {A Nongradient and Parallel Algorithm for Unconstrained Minimization},
+ Author = {D. Chazan and W. L. Miranker},
+ Journal = {SIAM Journal on Control},
+ Year = {1970},
+ Number = {2},
+ Pages = {207-217},
+ Volume = {8},
+
+ Doi = {10.1137/0308015},
+ Keywords = {distributed optimization},
+ Owner = {quoctd},
+ Publisher = {SIAM},
+ Timestamp = {2013.08.23},
+ Url = {http://link.aip.org/link/?SJC/8/207/1}
+}
+
+@Article{Chen2012,
+ Title = {Quantized kernel least mean square algorithm},
+ Author = {Chen, Badong and Zhao, Songlin and Zhu, Pingping and Pr\'{i}ncipe, Jos\'{e}},
+ Journal = {IEEE Trans. Neur. Net. Learn. Syst.},
+ Year = {2012},
+
+ Month = jan,
+ Number = {1},
+ Pages = {22--32},
+ Volume = {23},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.23}
+}
+
+@Article{Chen2006,
+ Title = {Consistency of Multiclass Empirical Risk Minimization Methods Based on Convex Loss},
+ Author = {Chen, D.R. and Sun, T.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2006},
+ Pages = {2447},
+ Volume = {7},
+
+ File = {chen2006consistency.pdf:Statistical Learning/Multiclass/chen2006consistency.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {MIT Press},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Chen1994,
+ Title = {A proximal-based decomposition method for convex minimization problems},
+ Author = {G. Chen and M. Teboulle},
+ Journal = {Math. Program.},
+ Year = {1994},
+ Pages = {81--101},
+ Volume = {64},
+
+ File = {:Papers/Chen1994.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Chen1993,
+ Title = {Convergence analysis of a proximal-like minimization algorithm using {B}regman functions},
+ Author = {Chen, Gong and Teboulle, Marc},
+ Journal = {SIAM J. Opt.},
+ Year = {1993},
+
+ Month = aug,
+ Number = {3},
+ Pages = {538--543},
+ Volume = {3},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.23}
+}
+
+@Book{Chen1997,
+ Title = {{S}tability and {R}obustness {C}onsiderations in {N}onlinear {M}odel {P}redictive {C}ontrol},
+ Author = {Chen, H.},
+ Publisher = {VDI Verlag},
+ Year = {1997},
+
+ Address = {D\"usseldorf},
+ Series = {Fortschr.-Ber. VDI Reihe 8 Nr. 674},
+
+ Keywords = {NMPC robust optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Chen1998b,
+ Title = {{A} quasi-infinite horizon nonlinear model predictive control scheme with guaranteed stability},
+ Author = {H. Chen and F. Allg\"ower},
+ Journal = {Automatica},
+ Year = {1998},
+ Number = {10},
+ Pages = {1205--1218},
+ Volume = {34},
+
+ File = {Chen1998.pdf:Chen1998.pdf:PDF},
+ Keywords = {NMPC robust optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Chen1998c,
+ Title = {{A} computationally attractive nonlinear predictive control scheme with guaranteed stability for stable systems},
+ Author = {H. Chen and F. Allg\"ower},
+ Journal = {J. Proc. Control},
+ Year = {1998},
+ Number = {5-6},
+ Pages = {475--485},
+ Volume = {8},
+
+ File = {Chen1998a.pdf:Chen1998a.pdf:PDF},
+ Keywords = {NMPC optimal control control theory},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Chen1995,
+ Title = {{N}onlinear predictive control of a benchmark {CSTR}},
+ Author = {Chen, H. and Kremling, A. and Allg\"ower, F.},
+ Booktitle = ecc95,
+ Year = {1995},
+
+ Address = {Rome},
+ Pages = {3247--3252},
+
+ Keywords = {NMPC robust optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Chen1997a,
+ Title = {{A} game theoretic approach to nonlinear robust receding horizon control of constrained systems},
+ Author = {Chen, H. and Scherer, C.W. and Allg\"ower, F.},
+ Booktitle = accc,
+ Year = {1997},
+
+ Address = {Albuquerque},
+ Pages = {3073--3077},
+
+ Keywords = {NMPC robust optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Chen2014,
+ Title = {Translation-invariant shrinkage/thresholding of group sparse signals},
+ Author = {Chen, Po-Yu and Selesnick, Ivan W},
+ Journal = {Signal Processing},
+ Year = {2014},
+ Pages = {476--489},
+ Volume = {94},
+
+ File = {chen2014translation.pdf:chen2014translation.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Chen1998d,
+ Title = {Atomic decomposition by basis pursuit},
+ Author = {Chen, S. and Donoho, D. and Saunders, M.},
+ Journal = {SIAM J. Sci. Comp.},
+ Year = {1998},
+ Number = {1},
+ Pages = {33--61},
+ Volume = {20},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Chen2000,
+ Title = {{M}odel {P}redictive {C}ontrol of {N}onlinear {S}ystems: {C}omputational {D}elay and {S}tability},
+ Author = {Chen, W. and Ballance, D.J. and O'Reilly, J.},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2000},
+ Number = {4},
+ Pages = {387--394},
+ Volume = {147},
+
+ Keywords = {NMPC robust optimal control},
+ Language = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Chen2012a,
+ Title = {Complexity of unconstrained $L_2- L_p$ minimization},
+ Author = {X. Chen and D. Ge and Z. Wang and Y. Ye},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {1--13},
+ Volume = {xx},
+
+ File = {:Papers/Chen2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.13}
+}
+
+@Article{Chen2012c,
+ Title = {Smoothing proximal gradient method for general structured sparse regression},
+ Author = {Chen, Xi and Lin, Qihang and Kim, Seyoung and Carbonell, Jaime G and Xing, Eric P},
+ Journal = {Ann. App. Stats.},
+ Year = {2012},
+ Number = {2},
+ Pages = {719--752},
+ Volume = {6},
+
+ File = {chen2012smoothing.pdf:Optimization/chen2012smoothing.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Institute of Mathematical Statistics},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Chen2011,
+ Title = {Smoothing Proximal Gradient Method for General Structured Sparse Learning},
+ Author = {Xi Chen and Qihang Lin and Seyoung Kim and Jaime G. Carbonell and Eric P. Xing},
+ Booktitle = {UAI'11},
+ Year = {2011},
+ Pages = {105-114},
+
+ File = {chen2011smoothing.pdf:Statistical Learning\\SPARSITY\\chen2011smoothing.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Chen2009,
+ Title = {Accelerated Gradient Method for Multi-task Sparse Learning Problem},
+ Author = {Xi Chen and Weike Pan and Kwok, J.T. and Carbonell, J.G.},
+ Booktitle = {Data Mining, 2009. ICDM '09. Ninth IEEE International Conference on},
+ Year = {2009},
+ Month = {dec.},
+ Pages = {746 -751},
+
+ Doi = {10.1109/ICDM.2009.128},
+ ISSN = {1550-4786},
+ Keywords = {L-1-infinity regularized optimization problem;Nesterov method;accelerated gradient method;bioinformatics;computer vision;feature selection problem;first order black-box method;multitask sparse learning problem;optimal first order black-box method;text classification;gradient methods;learning (artificial intelligence);},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Chen2012b,
+ Title = {Sparse solutions to random standard quadratic optimization problems},
+ Author = {X. Chen and J. Peng and S. Zhang},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {1--21},
+ Volume = {xx},
+
+ File = {:Papers/Chen2012a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Article{Chen2013,
+ Title = {Bregman operator splitting with variable stepsize for total variation image reconstruction},
+ Author = {Y. Chen and W. Hager and M. Yashtini and X. Ye and H. Zhang},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2013},
+ Pages = {1--26},
+ Volume = {xx},
+
+ File = {:Papers/Chen2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Article{Chen2013a,
+ Title = {Optimal primal-dual methods for a class of saddle-point problems},
+ Author = {Y. Chen and G. Lan and Y. Ouyang},
+ Journal = {Tech. Report.},
+ Year = {2013},
+ Pages = {1--25},
+ Volume = {xx},
+
+ Owner = {quoctd},
+ Timestamp = {2013.07.03}
+}
+
+@Article{Chen2013b,
+ Title = {Speech Enhancement By Sparse, Low-Rank, And Dictionary Spectrogram Decomposition},
+ Author = {Chen, Z. and and Ellis, D.},
+ Journal = {IEEE Workshop Apps. SIg. Proc. Audio and Acoustics},
+ Year = {2013},
+
+ File = {chen2013speech.pdf:chen2013speech.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2013.10.22}
+}
+
+@Article{Chen1995a,
+ Title = {A parallel quasi-Newton algorithm for unconstrained optimization},
+ Author = {Chen, Z. and Fei, P. and Zheng, H.},
+ Journal = {Computing},
+ Year = {1995},
+ Pages = {125-133},
+ Volume = {55},
+
+ Affiliation = {Wuhan University Department of Mathematics 430072 Wuhan Hebei P. R. C. 430072 Wuhan Hebei P. R. C.},
+ File = {Chen1995a.pdf:Chen1995a.pdf:PDF},
+ ISSN = {0010-485X},
+ Issue = {2},
+ Keyword = {Computer Science},
+ Keywords = {distributed optimization},
+ Owner = {quoctd},
+ Publisher = {Springer Wien},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/BF02238097}
+}
+
+@Unpublished{Cheng2006,
+ Title = {Multi-linear maps and {T}aylor's theorem in higher dimensions},
+ Author = {Cheng, Steve},
+ Year = {2006},
+
+ Owner = {yhli},
+ Timestamp = {2014.09.23},
+ Url = {http://www.gold-saucer.org/math/}
+}
+
+@Article{Chernoff1981,
+ Title = {A note on an inequality involving the normal distribution},
+ Author = {Chernoff, Herman},
+ Journal = {Ann. Probab.},
+ Year = {1981},
+ Number = {3},
+ Pages = {533--535},
+ Volume = {9},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.13}
+}
+
+@Article{Chi2011,
+ Title = {Sensitivity to Basis Mismatch in Compressed Sensing},
+ Author = {Yuejie Chi and Scharf, L.L. and Pezeshki, A and Calderbank, AR.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2011},
+
+ Month = {May},
+ Number = {5},
+ Pages = {2182-2195},
+ Volume = {59},
+
+ ISSN = {1053-587X},
+ Owner = {jmscarlett}
+}
+
+@Book{Chidume2009,
+ Title = {Geometric properties of {B}anach spaces and nonlinear iterations},
+ Author = {Chidume, Charles},
+ Publisher = {Springer-Verlag},
+ Year = {2009},
+
+ Address = {London},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.11}
+}
+
+@Book{Chiles1999,
+ Title = {Geostatistics: Modeling Spatial Uncertainty},
+ Author = {Jean-Paul Chilès and Pierre Delfiner},
+ Publisher = {Wiley},
+ Year = {1999},
+
+ Address = {New York},
+
+ Owner = {baldazen},
+ Pages = {69},
+ Timestamp = {2008.06.26}
+}
+
+@Article{Choi1999,
+ Title = {{I}nstantaneous control of backward-facing-step flows},
+ Author = { H. Choi and M. Hinze and K. Kunisch},
+ Journal = {App. Numer. Math.},
+ Year = {1999},
+ Pages = {133--158},
+ Volume = {31},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Choi1993,
+ Title = {{F}eedback control for unsteady flow and its application to the stochastic {B}urgers equation},
+ Author = {H. Choi and R. Temam and P. Moin and J. Kim},
+ Journal = {J. Fluid Mech.},
+ Year = {1993},
+ Pages = {509--543},
+ Volume = {253},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Choset2005,
+ Title = {Principles of Robot Motion: Theory, Algorithms and Implementation},
+ Author = {H. Choset and W. Burgard and S. Hutchinson and G. Kantor and L.E. Kavraki and K. Lynch and S. Thrun},
+ Publisher = {MIT Press},
+ Year = {2005},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Chouzenoux2013,
+ Title = {Variable metric forward-backward algorithm for minimizing the sum of a differentiable function and a convex function},
+ Author = {E. Chouzenoux and J.-C. Pesquet and A. Repetti},
+ Journal = {Tech. Report.},
+ Year = {2013},
+ Pages = {1--22},
+
+ Owner = {quoctd},
+ Timestamp = {2013.03.20}
+}
+
+@Article{Christensen1987,
+ Title = {{O}ptimal control of {B}inary {B}atch {D}istillation with {R}ecycled {W}aste {C}ut},
+ Author = {F.M. Christensen and S.B. Jorgensen},
+ Journal = {Chem. Eng. Journal},
+ Year = {1987},
+ Pages = {57--64},
+ Volume = {34},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Christofides2012,
+ Title = {Distributed model predictive control: {A} tutorial review and future research directions},
+ Author = {P.D. Christofides and R. Scattolini and D. Munoz de la Pena and J. Liu},
+ Journal = {Comp. Chem. Eng.,},
+ Year = {2012},
+ Pages = {1--12},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.30}
+}
+
+@Book{Cioranescu1990,
+ Title = {Geometry of {B}anach spaces, duality mappings and nonlinear problems},
+ Author = {Cioranescu, Ioana},
+ Publisher = {Kluwer Acad. Publ.},
+ Year = {1990},
+
+ Address = {Dordrecht},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.24}
+}
+
+@Article{Clemencon2008,
+ Title = {Ranking and empirical minimization of {U}-statistics},
+ Author = {Cl\'{e}men\c{c}on, St\'{e}phan and Lugosi, G\'{a}bor and Vayatis, Nicolas},
+ Journal = {Ann. Stats.},
+ Year = {2008},
+ Number = {2},
+ Pages = {844--874},
+ Volume = {36},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.13}
+}
+
+@Article{Cohen1978,
+ Title = {Optimization by decomposition and coordination: {A} unified approach},
+ Author = {G. Cohen},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {1978},
+ Number = {2},
+ Pages = {222--232},
+ Volume = {AC-23},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Cohen2008,
+ Title = {The Generalized Maximum Coverage Problem },
+ Author = {Reuven Cohen and Liran Katzir},
+ Journal = {Information Processing Letters },
+ Year = {2008},
+ Number = {1},
+ Pages = {15 - 22},
+ Volume = {108},
+
+ Doi = {http://dx.doi.org/10.1016/j.ipl.2008.03.017},
+ File = {:cohen2008generalized.pdf:PDF},
+ ISSN = {0020-0190},
+ Keywords = {Maximum coverage},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0020019008000896}
+}
+
+@Article{Cohen2007,
+ Title = {Feature Selection via Coalitional Game Theory},
+ Author = {Cohen, Shay and Dror, Gideon and Ruppin, Eytan},
+ Journal = {Neural Comp.},
+ Year = {2007},
+ Number = {7},
+ Pages = {1939-1961},
+ Volume = {19},
+
+ Abstract = {We present and study the contribution-selection algorithm (CSA), a novel algorithm for feature selection. The algorithm is based on the multiperturbation shapley analysis (MSA), a framework that relies on game theory to estimate usefulness. The algorithm iteratively estimates the usefulness of features and selects them accordingly, using either forward selection or backward elimination. It can optimize various performance measures over unseen data such as accuracy, balanced error rate, and area under receiver-operator-characteristic curve. Empirical comparison with several other existing feature selection methods shows that the backward elimination variant of CSA leads to the most accurate classification results on an array of data sets.},
+ Eprint = {http://neco.mitpress.org/cgi/reprint/19/7/1939.pdf},
+ File = {cohen07feature.pdf:Statistical Learning\\SPARSITY\\cohen07feature.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.04.04},
+ Url = {http://neco.mitpress.org/cgi/content/abstract/19/7/1939}
+}
+
+@Article{Coifman2006,
+ Title = {Diffusion Maps},
+ Author = {Coifman, Lafon},
+ Journal = {App. Comp. Harmon. Anal.},
+ Year = {2006},
+ Pages = {5-30},
+ Volume = {21},
+
+ File = {CoifmanLafon06 Diffusion Maps.pdf:Statistical Learning/CoifmanLafon06 Diffusion Maps.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Article{Coifman2006a,
+ Title = {Diffusion Wavelets},
+ Author = {Coifman, Maggioni},
+ Journal = {App. Comp. Harmon. Anal.},
+ Year = {2006},
+ Pages = {53-94},
+ Volume = {21},
+
+ File = {CoifmanMaggioni06Diffusion wavelets.pdf:Statistical Learning/CoifmanMaggioni06Diffusion wavelets.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Article{Coifman2006b,
+ Title = {Geometric harmonics: A novel tool for multiscale out-of-sample extension of empirical functions},
+ Author = {Ronald R. Coifman and Stéphane Lafon},
+ Journal = {App. Comp. Harmon. Anal.},
+ Year = {2006},
+ Pages = {31-52},
+ Volume = {21},
+
+ File = {CoifmanLafon06GeometricHarmonics.pdf:Statistical Learning/Manifold/CoifmanLafon06GeometricHarmonics.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@Article{Coleman1982,
+ Title = {{N}on-linear programming via an exact penalty function: {A}symptotic {A}nalysis},
+ Author = {Coleman, T.F. and Conn, A.R.},
+ Journal = {Math. Prog.},
+ Year = {1982},
+ Pages = {123--136},
+ Volume = {24},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Coleman1984,
+ Title = {{E}stimation of sparse {J}acobian matrices and graph coloring problems},
+ Author = {Coleman, T.F. and Mor\'e, J.J.},
+ Journal = {{SIAM} J. Numer. Anal.},
+ Year = {1984},
+ Pages = {187--209},
+ Volume = {20},
+
+ Keywords = {computational},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Coleman1998,
+ Title = {{T}he efficient computation of sparse {J}acobian matrices},
+ Author = {Coleman, T.F. and Verma, A.},
+ Journal = {{SIAM} J. Sci. Comp.a},
+ Year = {1998},
+ Number = {4},
+ Pages = {1210--1233},
+ Volume = {19},
+
+ Keywords = {computational},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Combettes2004,
+ Title = {Solving monotone inclusions via compositions of nonexpansive averaged operators},
+ Author = {P. Combettes},
+ Journal = {Optimization},
+ Year = {2004},
+ Number = {5--6},
+ Pages = {475--504},
+ Volume = {53},
+
+ File = {:Papers/Combettes2004.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Article{Combettes2010,
+ Title = {Dualization of signal recovery problems},
+ Author = {Combettes, P.L. and D{\~u}ng, {\DJ}. and V{\~u}, B.C.},
+ Journal = {Set-Valued and Variational Analysis},
+ Year = {2010},
+ Pages = {1--32},
+
+ File = {combettes2010dualization.pdf:Optimization\\combettes2010dualization.pdf:PDF;:/Users/baldassarre/Dropbox/Scienza/Optimization/combettes2010dualization.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@InBook{Combettes2011,
+ Title = {{F}ixed-{P}oint {A}lgorithms for {I}nverse {P}roblems in {S}cience and {E}ngineering},
+ Author = {P. Combettes and J.-C. Pesquet},
+ Chapter = {{P}roximal {S}plitting {M}ethods in {S}ignal {P}rocessing},
+ Editor = {H. H. Bauschke and R. S. Burachik and P. L. Combettes and V. Elser and D. R. Luke and H. Wolkowicz},
+ Pages = {185--212},
+ Publisher = {Springer-Velarg},
+ Year = {2011},
+
+ Owner = {quoctd},
+ Timestamp = {2014.09.29}
+}
+
+@Article{Combettes2011b,
+ Title = {Proximity for sums of composite functions},
+ Author = {Patrick L. Combettes and Dinh Dung and Bang Cong Vu},
+ Journal = {J. Math. Anal. Apps.},
+ Year = {2011},
+ Number = {2},
+ Pages = {680 - 688},
+ Volume = {380},
+
+ Doi = {10.1016/j.jmaa.2011.02.079},
+ File = {combettes2011proximity.pdf:Optimization\\combettes2011proximity.pdf:PDF},
+ ISSN = {0022-247X},
+ Keywords = {Best approximation, Convex optimization, Duality, Image recovery, Proximity operator, Proximal splitting algorithm, Elastic net},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0022247X11002137}
+}
+
+@InCollection{Combettes2011a,
+ Title = {Proximal Splitting Methods in Signal Processing},
+ Author = {Combettes, Patrick L. and Pesquet, Jean-Christophe},
+ Booktitle = {Fixed-Point Algorithms for Inverse Problems in Science and Engineering},
+ Publisher = {Springer New York},
+ Year = {2011},
+ Editor = {Bauschke, Heinz H. and Burachik, Regina S. and Combettes, Patrick L. and Elser, Veit and Luke, D. Russell and Wolkowicz, Henry},
+ Note = {10.1007/978-1-4419-9569-8_10},
+ Pages = {185-212},
+ Series = {Springer Optimization and Its Applications},
+ Volume = {49},
+
+ Affiliation = {Laboratoire Jacques-Louis Lions – UMR CNRS 7598, UPMC Université Paris 06, 75005 Paris, France},
+ File = {combettes2011proximal.pdf:Optimization\\combettes2011proximal.pdf:PDF},
+ ISBN = {978-1-4419-9569-8},
+ Keyword = {Mathematics and Statistics},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://dx.doi.org/10.1007/978-1-4419-9569-8_10}
+}
+
+@Article{Combettes2008,
+ Title = {A proximal decomposition method for solving convex variational inverse problems},
+ Author = {P. L. Combettes and J.-C. Pesquet},
+ Journal = {Inverse Problems},
+ Year = {2008},
+ Number = {6},
+ Pages = {065014},
+ Volume = {24},
+
+ File = {:Papers/Combettes2008.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.02}
+}
+
+@Article{Combettes2007,
+ Title = {A Douglas--Rachford splitting approach to nonsmooth convex variational signal recovery},
+ Author = {Combettes, Patrick L and Pesquet, J-C},
+ Journal = {IEEE J. Sel. Topics Sig. Proc.},
+ Year = {2007},
+ Number = {4},
+ Pages = {564--574},
+ Volume = {1},
+
+ File = {combettes2007douglasrachford.pdf:Optimization/combettes2007douglasrachford.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Combettes2014,
+ Title = {Variable metric forward-backward splitting with applications to monotone inclusions in duality},
+ Author = {P. L. Combettes and B. C. Vu},
+ Journal = {Optimization},
+ Year = {2014},
+ Number = {9},
+ Pages = {1289--1318},
+ Volume = {63},
+
+ Owner = {quoctd},
+ Timestamp = {2014.07.31}
+}
+
+@Article{Combettes2005,
+ Title = {Signal recovery by proximal forward-backward splitting},
+ Author = {P. L. Combettes and V. R. Wajs},
+ Journal = {Multiscale Model. Simul.},
+ Year = {2005},
+ Pages = {1168--1200},
+ Volume = {4},
+
+ Owner = {quoctd},
+ Timestamp = {2013.07.17}
+}
+
+@Article{Cominetti1997,
+ Title = {Coupling the Proximal Point Algorithm with Approximation Methods},
+ Author = {Cominetti, R.},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1997},
+ Note = {10.1023/A:1022621905645},
+ Pages = {581-600},
+ Volume = {95},
+
+ File = {cominetti1997coupling.pdf:Optimization\\cominetti1997coupling.pdf:PDF},
+ ISSN = {0022-3239},
+ Issue = {3},
+ Keyword = {Mathematics and Statistics},
+ Owner = {jmscarlett},
+ Publisher = {Springer Netherlands},
+ Timestamp = {2014.11.25},
+ Url = {http://dx.doi.org/10.1023/A:1022621905645}
+}
+
+@Article{Comon2008,
+ Title = {Symmetric tensors and symmetric tensor rank},
+ Author = {Comon, Pierre and Golub, Gene and Lim, Lek-Heng and Mourrain, Bernard},
+ Journal = {SIAM Journal on Matrix Anal. and Apps.},
+ Year = {2008},
+ Number = {3},
+ Pages = {1254--1279},
+ Volume = {30},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Condat2013,
+ Title = {A Primal?Dual Splitting Method for Convex Optimization Involving Lipschitzian, Proximable and Linear Composite Terms},
+ Author = {L. Condat},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2013},
+ Pages = {460--479},
+ Volume = {158},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Article{Conforti1995,
+ Title = {Convergence and numerical results for a parallel asynchronous quasi-Newton method},
+ Author = {Conforti, D. and Musmanno, R.},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1995},
+ Pages = {293-310},
+ Volume = {84},
+
+ File = {Conforti1995.pdf:Conforti1995.pdf:PDF},
+ ISSN = {0022-3239},
+ Issue = {2},
+ Keyword = {Computer Science},
+ Keywords = {distributed optimization},
+ Owner = {quoctd},
+ Publisher = {Springer Netherlands},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/BF02192116}
+}
+
+@Article{Cong2012,
+ Title = {On the Convergence Properties of Non-Euclidean Extragradient Methods for Variational Inequalities with Generalized Monotone Operators},
+ Author = {D.D. Cong and G. Lan},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Cong2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Congalidis1989,
+ Title = {{F}eedforward and {F}eedback {C}ontrol of a {S}olution {C}opolymerization {R}eactor},
+ Author = {Congalidis, J.P. and Richards, J.R. and Harmon Ray, W.},
+ Journal = {{AIChE} Journal},
+ Year = {1989},
+ Pages = {891--907},
+ Volume = {35},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Conn1991,
+ Title = {A globally convergent augmented {L}angrangian algorithm for optimization with general
+constraints and simple bounds},
+ Author = {A.R. Conn and N.I.M. Gould and P.L. Toint},
+ Journal = {SIAM J. Opt.},
+ Year = {1991},
+ Number = {2},
+ Pages = {545--572},
+ Volume = {28},
+
+ File = {:Papers/Conn1991.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Book{Connejo2006,
+ Title = {{D}ecomposition {T}echniques in {M}athematical {P}rogramming: {E}ngineering and {S}cience {A}pplications},
+ Author = {A.J. Connejo and R. M\'{i}nguez and E. Castillo and R. Garc\'{i}a-Bertrand},
+ Publisher = {Springer-Verlag},
+ Year = {2006},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Consortium2009,
+ Title = {The transcriptional network that controls growth arrest and differentiation in a human myeloid leukemia cell line.},
+ Author = {F. A. N. T. O. M. Consortium and Harukazu Suzuki and Alistair R R Forrest and Erik van Nimwegen and Carsten O Daub and Piotr J Balwierz and Katharine M Irvine and Timo Lassmann and Timothy Ravasi and Yuki Hasegawa and Michiel J L de Hoon and Shintaro Katayama and Kate Schroder and Piero Carninci and Yasuhiro Tomaru and Mutsumi Kanamori-Katayama and Atsutaka Kubosaki and Altuna Akalin and Yoshinari Ando and Erik Arner and Maki Asada and Hiroshi Asahara and Timothy Bailey and Vladimir B Bajic and Denis Bauer and Anthony G Beckhouse and Nicolas Bertin and Johan Björkegren and Frank Brombacher and Erika Bulger and Alistair M Chalk and Joe Chiba and Nicole Cloonan and Adam Dawe and Josee Dostie and Pär G Engström and Magbubah Essack and Geoffrey J Faulkner and J. Lynn Fink and David Fredman and Ko Fujimori and Masaaki Furuno and Takashi Gojobori and Julian Gough and Sean M Grimmond and Mika Gustafsson and Megumi Hashimoto and Takehiro Hashimoto and Mariko Hatakeyama and Susanne Heinzel and Winston Hide and Oliver Hofmann and Michael Hörnquist and Lukasz Huminiecki and Kazuho Ikeo and Naoko Imamoto and Satoshi Inoue and Yusuke Inoue and Ryoko Ishihara and Takao Iwayanagi and Anders Jacobsen and Mandeep Kaur and Hideya Kawaji and Markus C Kerr and Ryuichiro Kimura and Syuhei Kimura and Yasumasa Kimura and Hiroaki Kitano and Hisashi Koga and Toshio Kojima and Shinji Kondo and Takeshi Konno and Anders Krogh and Adele Kruger and Ajit Kumar and Boris Lenhard and Andreas Lennartsson and Morten Lindow and Marina Lizio and Cameron Macpherson and Norihiro Maeda and Christopher A Maher and Monique Maqungo and Jessica Mar and Nicholas A Matigian and Hideo Matsuda and John S Mattick and Stuart Meier and Sei Miyamoto and Etsuko Miyamoto-Sato and Kazuhiko Nakabayashi and Yutaka Nakachi and Mika Nakano and Sanne Nygaard and Toshitsugu Okayama and Yasushi Okazaki and Haruka Okuda-Yabukami and Valerio Orlando and Jun Otomo and Mikhail Pachkov and Nikolai Petrovsky and Charles Plessy and John Quackenbush and Aleksandar Radovanovic and Michael Rehli and Rintaro Saito and Albin Sandelin and Sebastian Schmeier and Christian Schönbach and Ariel S Schwartz and Colin A Semple and Miho Sera and Jessica Severin and Katsuhiko Shirahige and Cas Simons and George St Laurent and Masanori Suzuki and Takahiro Suzuki and Matthew J Sweet and Ryan J Taft and Shizu Takeda and Yoichi Takenaka and Kai Tan and Martin S Taylor and Rohan D Teasdale and Jesper Tegnér and Sarah Teichmann and Eivind Valen and Claes Wahlestedt and Kazunori Waki and Andrew Waterhouse and Christine A Wells and Ole Winther and Linda Wu and Kazumi Yamaguchi and Hiroshi Yanagawa and Jun Yasuda and Mihaela Zavolan and David A Hume and Riken Omics Science Center and Takahiro Arakawa and Shiro Fukuda and Kengo Imamura and Chikatoshi Kai and Ai Kaiho and Tsugumi Kawashima and Chika Kawazu and Yayoi Kitazume and Miki Kojima and Hisashi Miura and Kayoko Murakami and Mitsuyoshi Murata and Noriko Ninomiya and Hiromi Nishiyori and Shohei Noma and Chihiro Ogawa and Takuma Sano and Christophe Simon and Michihira Tagami and Yukari Takahashi and Jun Kawai and Yoshihide Hayashizaki},
+ Journal = {Nat Genet},
+ Year = {2009},
+
+ Month = {May},
+ Number = {5},
+ Pages = {553--562},
+ Volume = {41},
+
+ Abstract = {Using deep sequencing (deepCAGE), the FANTOM4 study measured the genome-wide dynamics of transcription-start-site usage in the human monocytic cell line THP-1 throughout a time course of growth arrest and differentiation. Modeling the expression dynamics in terms of predicted cis-regulatory sites, we identified the key transcription regulators, their time-dependent activities and target genes. Systematic siRNA knockdown of 52 transcription factors confirmed the roles of individual factors in the regulatory network. Our results indicate that cellular states are constrained by complex networks involving both positive and negative regulatory interactions among substantial numbers of transcription factors and that no single transcription factor is both necessary and sufficient to drive the differentiation process.},
+ Doi = {10.1038/ng.375},
+ File = {:BIO/fantom09transnet.pdf:PDF},
+ Institution = {RIKEN Omics Science Center, RIKEN Yokohama Institute, Kanagawa, Japan.},
+ Owner = {baldassarre},
+ Pii = {ng.375},
+ Pmid = {19377474},
+ Timestamp = {2009.05.11},
+ Url = {http://dx.doi.org/10.1038/ng.375}
+}
+
+@InProceedings{Conte2012,
+ Title = {{Computational Aspects of Distributed Optimization in Model Predictive Control}},
+ Author = {C. Conte and T.H. Summers and M.N. Zeilinger and M. Morari and C.N. Jones},
+ Booktitle = {Conference on Decision and Control (CDC)},
+ Year = {2012},
+
+ Address = {Maui, HI, USA},
+ Month = dec,
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://control.ee.ethz.ch/index.cgi?page=publications;action=details;id=4192}
+}
+
+@InCollection{Cook1984,
+ Title = {A polynomial-time test for total dual integrality in fixed dimension},
+ Author = {Cook, William and Lov{\'a}sz, L{\'a}szl{\'o} and Schrijver, Alexander},
+ Booktitle = {Mathematical programming at Oberwolfach II},
+ Publisher = {Springer},
+ Year = {1984},
+ Pages = {64--69},
+
+ __markedentry = {[Marwa:]},
+ Owner = {Marwa},
+ Timestamp = {2014.12.13}
+}
+
+@Article{Corless1996,
+ Title = {On the {L}ambert {$W$} function},
+ Author = {Corless, R. M. and Gonnet, G. H. and Hare, D. E. G. and Jeffrey, D. J. and Knuth, D. E.},
+ Journal = {Adv. Comput. Math.},
+ Year = {1996},
+ Pages = {329--359},
+ Volume = {5},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.25}
+}
+
+@Book{Cormen2001a,
+ Title = {Introduction To Algorithms},
+ Author = {Cormen, T.H. and Leiserson, C.E. and Rivest, R.L. and Stein, C.},
+ Publisher = {MIT Press},
+ Year = {2001},
+
+ Bdsk-url-1 = {http://books.google.ch/books?id=NLngYyWFl%5C_YC},
+ ISBN = {9780262032933},
+ Lccn = {00103127},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://books.google.ch/books?id=NLngYyWFl\_YC}
+}
+
+@Book{Cormen2001,
+ Title = {Introduction to algorithms},
+ Author = {Cormen, T. and Leiserson, C. and Rivest, R. and Stein, C. and others},
+ Publisher = {MIT press Cambridge},
+ Year = {2001},
+ Volume = {2},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Correa2004,
+ Title = {A global algorithm for nonlinear semidefinite programming},
+ Author = {R. Correa and H. Ramirez C},
+ Journal = {SIAM J. Opt.},
+ Year = {2004},
+ Number = {1},
+ Pages = {303--318.},
+ Volume = {15},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.07}
+}
+
+@TechReport{Correa2002,
+ Title = {{A} {G}lobal {A}lgorithm for {N}onlinear {S}emidefinite {P}rogramming},
+ Author = {Correa, R. and Ramirez C., H.},
+ Institution = {INRIA-Rocquencourt},
+ Year = {2002},
+ Number = {RR-4672},
+
+ Keywords = {global optimization semidefinite},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Cortes2009,
+ Title = {Learning non-linear combinations of kernels},
+ Author = {Cortes, C. and Mohri, M. and Rostamizadeh, A.},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2009},
+ Pages = {396--404},
+ Volume = {22},
+
+ File = {cortes2009learning.pdf:Statistical Learning\\Kernel Learning\\cortes2009learning.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Cover2001,
+ Title = {Elements of Information Theory},
+ Author = {Thomas M Cover and Joy A Thomas},
+ Publisher = {John Wiley \& Sons, Inc.},
+ Year = {2001},
+
+ Booktitle = {Elements of Information Theory},
+ ISBN = {9780471200611},
+ Owner = {jmscarlett}
+}
+
+@Book{Cox1996,
+ Title = {{I}deals, {V}arieties, and {A}lgorithms : {A}n {I}ntroduction to {C}omputational {A}lgebraic {G}eometry and {C}ommutative {A}lgebra},
+ Author = {Cox, D.A. and Little, J. and O'Shea, D.},
+ Publisher = {Springer},
+ Year = {1996},
+
+ Address = {Telos},
+
+ ISBN = {0387946802},
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Crammer2001,
+ Title = {On the Algorithmic Implementation of Multiclass Kernel-based Vector Machines},
+ Author = {Koby Crammer and Yoram Singer},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2001},
+ Pages = {265-292},
+ Volume = {2},
+
+ File = {crammer01algorithmic.pdf:Statistical Learning/Multiclass/crammer01algorithmic.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@InProceedings{Crammer2000,
+ Title = {On the Learnability and Design of Output Codes for Multiclass Problems},
+ Author = {Koby Crammer and Yoram Singer},
+ Booktitle = {Computational Learing Theory},
+ Year = {2000},
+ Pages = {35-46},
+
+ File = {crammer00learnability.pdf:/home/baldazen/Desktop/Scienza/Statistical Learning/Multiclass/crammer00learnability.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2007.11.13},
+ Url = {citeseer.ist.psu.edu/crammer00learnability.html}
+}
+
+@Book{Cremer1979,
+ Title = {{C}armina {M}athematica und andere poetische {J}ugends\"unden},
+ Author = {H. Cremer},
+ Publisher = {Verlag J.A. Mayer},
+ Year = {1979},
+
+ Address = {Aachen},
+ Edition = {6},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Cristianini2000,
+ Title = {An introduction to support Vector Machines: and other kernel-based learning methods},
+ Author = {Cristianini, N. and Shawe-Taylor, J.},
+ Publisher = {Cambridge University Press},
+ Year = {2000},
+
+ Owner = {baldassarre},
+ Timestamp = {2009.10.21}
+}
+
+@Article{Crouse1998,
+ Title = {Wavelet-based statistical signal processing using hidden Markov models},
+ Author = {Crouse, M. and Nowak, R. and Baraniuk, R.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {1998},
+ Number = {4},
+ Pages = {886--902},
+ Volume = {46},
+
+ File = {crouse1998wavelet.pdf:crouse1998wavelet.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Crouzeix1984,
+ Title = {{T}he convergence of variable-stepsize, variable-formula, multistep methods},
+ Author = {Crouzeix, M. and Lisbona, F.J.},
+ Journal = {{SIAM} J. Numer. Anal.},
+ Year = {1984},
+ Number = {3},
+ Pages = {512--534},
+ Volume = {21},
+
+ Keywords = {ODE DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Cruse2002,
+ Title = {{O}ptimizing {A}daptive {C}alorimetric {M}odel {P}redictive {C}ontrol of a {B}enchmark {S}emi-{B}atch {R}eaction {P}rocess},
+ Author = {A. Cruse and M. Marquardt and A. Helbig and J.-S. Kussi},
+ Booktitle = {Proc. IFAC World Cong. Aut. Control},
+ Year = {2002},
+
+ Keywords = {NMPC optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Cryer1972,
+ Title = {{O}n the instability of high order backward-difference multistep methods},
+ Author = {Cryer, C.W.},
+ Journal = {BIT},
+ Year = {1972},
+ Pages = {17--25},
+ Volume = {12},
+
+ Keywords = {ODE DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Csurka2004,
+ Title = {Visual Categorization with Bag of Keypoints},
+ Author = {Csurka, G. and Dance, C.R. and Fan, L. and Bray, C.},
+ Booktitle = {Workshop on Statistical Learning in Computer Vision, ECCV},
+ Year = {2004},
+ Organization = {Citeseer},
+ Pages = {22},
+ Volume = {1},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Cucker2002,
+ Title = {Best Choices for Regularization Parameters in Learning Theory: On the Bias-Variance Problem},
+ Author = {Cucker and Smale},
+ Journal = {Found. Comp. Math.},
+ Year = {2002},
+ Pages = {413-428},
+ Volume = {4},
+
+ File = {Statistical Learning\\CuckerSmale02BestChoices.pdf:Statistical Learning\\CuckerSmale02BestChoices.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2007.02.07}
+}
+
+@Article{Cucker2001,
+ Title = {On The Mathematical Foundations Of Learning},
+ Author = {Felipe Cucker and Steve Smale},
+ Journal = {Bull. Amer. Math. Soc},
+ Year = {2001},
+ Pages = {1-49},
+ Volume = {39},
+
+ File = {CuckerSmale01Foundations.pdf:Statistical Learning/CuckerSmale01Foundations.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.07}
+}
+
+@Article{Curtis1974,
+ Title = {{O}n the estimation of sparse {J}acobian matrices},
+ Author = {Curtis, A.R. and Powell, M.J.D. and Reid, J.K.},
+ Journal = {J. Inst. Math. Apps.},
+ Year = {1974},
+ Pages = {117--119},
+ Volume = {13},
+
+ Keywords = {computational},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Cuthrell1989,
+ Title = {{S}imultaneous optimization and solution me\-thods for batch reactor profiles},
+ Author = {Cuthrell, J.E. and Biegler, L.T.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1989},
+ Number = {1/2},
+ Pages = {49--62},
+ Volume = { 13},
+
+ Keywords = {optimal control chemistry collocation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Cutkosky1989,
+ Title = {On grasp choice, grasp models and the design of hands for manufacturing tasks},
+ Author = {Cutkosky, M.},
+ Journal = {IEEE Trans. Robotics and Automation},
+ Year = {1989},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{D.Chakrabarty2014,
+ Title = {Provable Submodular Minimization using Wolfe's Algorithm},
+ Author = {D. Chakrabarty, P. Jain, P. Kothari},
+ Journal = {Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2014},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{DAmbra1999,
+ Title = {Predicting Multivariate Responses in Non-Linear Regression},
+ Author = {D'Ambra, L. and Lombardo, R.},
+ Booktitle = {Contributed paper of ISI99, Helsinki (Finland)},
+ Year = {1999},
+
+ File = {:Statistical Learning/Vector-valued/dambra99multivariate.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.11.25}
+}
+
+@Article{Dahl2008,
+ Title = {Covariance selection for nonchordal graphs via chordal embedding},
+ Author = {Dahl, J. and Vandenberghe, L. and Roychowdhury, V.},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2008},
+ Number = {4},
+ Pages = {501--520},
+ Volume = {23},
+
+ Owner = {jmscarlett},
+ Publisher = {Taylor \& Francis},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Dahlquist1956,
+ Title = {{C}onvergence and stability in numerical integration of ordinary differential equations},
+ Author = {Dahlquist, G.},
+ Journal = {Math. Scand.},
+ Year = {1956},
+ Pages = {33--53},
+ Volume = {4},
+
+ Keywords = {ODE DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Dai2003,
+ Title = {On the asymptotic behavior of some new gradient methods},
+ Author = {Y.H. Dai and R. Fletcher},
+ Year = {2003},
+ Number = {NA/212},
+ Type = {Numerical Analysis Report},
+
+ File = {:Papers/Dai2003.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Dai2002,
+ Title = {R-linear convergence of the Barzilai and Borwein gradient method},
+ Author = {Dai, Y. and Liao, L.},
+ Journal = {IMA J. Numer. Anal.},
+ Year = {2002},
+ Number = {1},
+ Pages = {1-10},
+ Volume = {22},
+
+ Abstract = {Combined with non-monotone line search, the Barzilai and Borwein (BB) gradient method has been successfully extended for solving unconstrained optimization problems and is competitive with conjugate gradient methods. In this paper, we establish the R-linear convergence of the BB method for any-dimensional strongly convex quadratics. One corollary of this result is that the BB method is also locally R-linear convergent for general objective functions, and hence the stepsize in the BB method will always be accepted by the non?monotone line search when the iterate is close to the solution.},
+ Doi = {10.1093/imanum/22.1.1},
+ Eprint = {http://imajna.oxfordjournals.org/content/22/1/1.full.pdf+html},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://imajna.oxfordjournals.org/content/22/1/1.abstract}
+}
+
+@Article{Dalalyan2013,
+ Title = {Learning Heteroscedastic Models by Convex Programming under Group Sparsity},
+ Author = {A. S. Dalalyan and M. Hebiri and K. Meziani and J. Salmon},
+ Journal = {Proc. Int. Conf. Mach. Learn.},
+ Year = {2013},
+ Pages = {1--8},
+
+ Owner = {quoctd},
+ Timestamp = {2013.07.17}
+}
+
+@Article{Dalcin2008,
+ Title = {{MPI} for {P}ython: {P}erformance improvements and {MPI-2} extensions},
+ Author = {Dalc\'{\i}n, Lisandro and Paz, Rodrigo and Storti, Mario and D'El\'{\i}a, Jorge},
+ Journal = {J. Parallel Distr. Comp.},
+ Year = {2008},
+
+ Month = may,
+ Number = {5},
+ Pages = {655--662},
+ Volume = {68},
+
+ Acmid = {1360729},
+ Address = {Orlando, FL, USA},
+ Doi = {10.1016/j.jpdc.2007.09.005},
+ ISSN = {0743-7315},
+ Issue_date = {May, 2008},
+ Keywords = {High-level languages, MPI, Message passing, Parallel Python},
+ Numpages = {8},
+ Owner = {quoctd},
+ Publisher = {Academic Press, Inc.},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1016/j.jpdc.2007.09.005}
+}
+
+@Article{Danskin1966,
+ Title = {The Theory of Max-Min, with Applications},
+ Author = {Danskin, J.},
+ Journal = {SIAM Journal on Applied Mathematics},
+ Year = {1966},
+ Number = {4},
+ Pages = {641-664},
+ Volume = {14},
+
+ Doi = {10.1137/0114053},
+ Eprint = {http://epubs.siam.org/doi/pdf/10.1137/0114053},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://epubs.siam.org/doi/abs/10.1137/0114053}
+}
+
+@Book{Danskin1967,
+ Title = {The theory of Max-Min and its application to weapons allocation problems},
+ Author = {Danskin, John M.},
+ Publisher = {Springer-Verlag, Berlin, New York},
+ Year = {1967},
+
+ Catalogue-url = { http://nla.gov.au/nla.cat-vn2047560 },
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Das2012a,
+ Title = {Selecting Diverse Features via Spectral Regularization},
+ Author = {Das, A. and Dasgupta, A. and Kumar, R.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2012},
+ Pages = {1592--1600},
+
+ File = {das2012selecting.pdf:das2012selecting.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Das2011,
+ Title = {Submodular meets spectral: Greedy algorithms for subset selection, sparse approximation and dictionary selection},
+ Author = {Das, A. and Kempe, D.},
+ Journal = {arXiv preprint arXiv:1102.3975},
+ Year = {2011},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Daubechies2004,
+ Title = {An iterative thresholding algorithm for linear inverse problems with a sparsity constraint},
+ Author = {Daubechies, I. and Defrise, M. and De Mol, C.},
+ Journal = {Comms. on Pure and App. Math.},
+ Year = {2004},
+ Number = {11},
+ Pages = {1413--1457},
+ Volume = {57},
+
+ Owner = {jmscarlett},
+ Publisher = {Wiley Online Library},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Daubechies2010,
+ Title = {Iteratively reweighted least squares minimization for sparse recovery},
+ Author = {Daubechies, Ingrid and DeVore, Ronald and Fornasier, Massimo and Güntürk, C. Si̇nan},
+ Journal = {Comms. on Pure and App. Math.},
+ Year = {2010},
+ Number = {1},
+ Pages = {1--38},
+ Volume = {63},
+
+ Doi = {10.1002/cpa.20303},
+ File = {daubechies2010iteratively.pdf:Statistical Learning\\SPARSITY\\daubechies2010iteratively.pdf:PDF},
+ ISSN = {1097-0312},
+ Owner = {jmscarlett},
+ Publisher = {Wiley Subscription Services, Inc., A Wiley Company},
+ Timestamp = {2014.11.25},
+ Url = {http://dx.doi.org/10.1002/cpa.20303}
+}
+
+@Article{Daubechies2008,
+ Title = {Accelerated projected gradient method for linear inverse problems with sparsity constraints},
+ Author = {Daubechies, I. and Fornasier, M. and Loris, I.},
+ Journal = {J. Fourier Anal. and Apps.},
+ Year = {2008},
+ Number = {5},
+ Pages = {764--792},
+ Volume = {14},
+
+ File = {daubechies2008.pdf:Optimization\\daubechies2008.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Davenport2014,
+ Title = {1-Bit matrix completion},
+ Author = {Davenport, Mark A. and Plan, Yaniv and van den Berg, Ewout and Wootters, Mary},
+ Journal = {Information and Inference},
+ Year = {2014},
+ Pages = {189--223},
+ Volume = {3},
+
+ Owner = {yhli},
+ Timestamp = {2014.09.11}
+}
+
+@Article{Davidon1968,
+ Title = {{V}ariance algorithms for minimization},
+ Author = {Davidon, W. C.},
+ Journal = {Computer Journal},
+ Year = {1968},
+ Pages = {406--410},
+ Volume = {10},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Davidson2002,
+ Title = {A genomic regulatory network for development.},
+ Author = {Eric H Davidson and Jonathan P Rast and Paola Oliveri and Andrew Ransick and Cristina Calestani and Chiou-Hwa Yuh and Takuya Minokawa and Gabriele Amore and Veronica Hinman and Cesar Arenas-Mena and Ochan Otim and C. Titus Brown and Carolina B Livi and Pei Yun Lee and Roger Revilla and Alistair G Rust and Zheng jun Pan and Maria J Schilstra and Peter J C Clarke and Maria I Arnone and Lee Rowen and R. Andrew Cameron and David R McClay and Leroy Hood and Hamid Bolouri},
+ Journal = {Science},
+ Year = {2002},
+
+ Month = {Mar},
+ Number = {5560},
+ Pages = {1669--1678},
+ Volume = {295},
+
+ Abstract = {Development of the body plan is controlled by large networks of regulatory genes. A gene regulatory network that controls the specification of endoderm and mesoderm in the sea urchin embryo is summarized here. The network was derived from large-scale perturbation analyses, in combination with computational methodologies, genomic data, cis-regulatory analysis, and molecular embryology. The network contains over 40 genes at present, and each node can be directly verified at the DNA sequence level by cis-regulatory analysis. Its architecture reveals specific and general aspects of development, such as how given cells generate their ordained fates in the embryo and why the process moves inexorably forward in developmental time.},
+ Doi = {10.1126/science.1069883},
+ File = {BIO\\Davidson02Regulatory.pdf:BIO\\Davidson02Regulatory.pdf:PDF},
+ Keywords = {Animals; Cell Lineage; Computational Biology; Embryonic Development; Endoderm; Gene Expression Profiling; Gene Expression Regulation, Developmental; Genes, Regulator; Genome; Mesoderm; Models, Biological; Models, Genetic; Morphogenesis; Regulatory Sequences, Nucleic Acid; Sea Urchins; Stem Cells; Systems Theory},
+ Owner = {BaldaZen},
+ Pii = {295/5560/1669},
+ Pmid = {11872831},
+ Timestamp = {2007.02.01},
+ Url = {http://dx.doi.org/10.1126/science.1069883}
+}
+
+@InCollection{Davidson2001,
+ Title = {Local operator theory, random matrices and {B}anach spaces},
+ Author = {Davidson, Kenneth R. and Szarek, Stanislaw J.},
+ Booktitle = {Handbook of the Geometry of {B}anach Spaces},
+ Publisher = {Elsevier},
+ Year = {2001},
+
+ Address = {Amsterdam},
+ Chapter = {8},
+ Editor = {Johnson, W. B. and Lindenstrauss, J.},
+ Pages = {317--366},
+ Volume = {1},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.24}
+}
+
+@TechReport{DeMol2007,
+ Title = {Sparse Tikhonov Regularization for Variable Selection and Learning},
+ Author = {De Mol, C. and De Vito, E. and Rosasco, L.},
+ Institution = {DISI},
+ Year = {2007},
+
+ Owner = {baldazen},
+ Timestamp = {2008.01.25}
+}
+
+@InProceedings{DeNicolao2000,
+ Title = {{S}tability and {R}obustness of {N}onlinear {R}eceding {H}orizon {C}ontrol},
+ Author = {De Nicolao, {G.} and Magni, L. and Scattolini, R.},
+ Booktitle = {Nonlinear Predictive Control},
+ Year = {2000},
+
+ Address = {Basel Boston Berlin},
+ Editor = {F. Allg\"ower and A. Zheng},
+ Pages = {3--23},
+ Publisher = {Birkh\"auser},
+ Series = {Progress in Systems Theory},
+ Volume = {26},
+
+ Key = {ISBN 3-7643-6297-9},
+ Keywords = {NMPC optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{DeNicolao1996,
+ Title = {{S}tabilizing nonlinear receding horizon control via a nonquadratic terminal state penalty},
+ Author = {G. {De Nicolao} and L. Magni and R. Scattolini},
+ Booktitle = {Symp. Control, Opt. and Supervision},
+ Year = {1996},
+
+ Address = {Lille},
+ Pages = {185--187},
+
+ Keywords = {NMPC optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{deOliveira1995,
+ Title = {{A}n {E}xtension of {Newton}-type {A}lgorithms for {N}onlinear {P}rocess {C}ontrol},
+ Author = {N.M.C. {de Oliveira} and L.T. Biegler},
+ Journal = {Automatica},
+ Year = {1995},
+ Number = {2},
+ Pages = {281--286},
+ Volume = {31},
+
+ File = {deOliveira1995.pdf:deOliveira1995.pdf:PDF},
+ Keywords = {NMPC optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{DeVito2005a,
+ Title = {Risk Bounds for Regularized Least-squares Algorithm with Operator-valued Kernels},
+ Author = {De Vito, Ernesto and Caponnetto, Andrea},
+ Institution = {Massachusetts Institute of Technology — Computer Science and Artificial Intelligence Laboratory},
+ Year = {2005},
+
+ File = {DeVitoCaponnetto05OperatorValued.pdf:Statistical Learning/Vector-valued/DeVitoCaponnetto05OperatorValued.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@Article{DeVito2005c,
+ Title = {Model Selection for Regularized Least-Squares Algorithm in Learning Theory},
+ Author = {De Vito, E. and Caponnetto, A. and Rosasco, L.},
+ Journal = {Found. Comp. Math.},
+ Year = {2005},
+ Pages = {59--85},
+ Volume = {5},
+
+ File = {:Statistical Learning/rosasco05modelselectionrls.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2009.08.20}
+}
+
+@TechReport{DeVito2008,
+ Title = {Adaptive Kernel Methods via the Balancing Principle},
+ Author = {De Vito, E. and Pereverzev, S. and Rosasco, L.},
+ Institution = {MIT},
+ Year = {2008},
+ Number = {CBCL paper 275/CSAILTR-2008-062},
+
+ File = {devito2008adaptive.pdf:Statistical Learning/devito2008adaptive.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2009.11.10}
+}
+
+@Article{DeVito2005b,
+ Title = {Discretization Error Analysis for Tikhonov Regularization},
+ Author = {De Vito, E. and Rosasco, L. and Caponnetto, A.},
+ Journal = {Anal. and Apps.},
+ Year = {2005},
+
+ File = {devito2005discretization.pdf:Statistical Learning/devito2005discretization.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.01.26}
+}
+
+@Article{DeVito2005,
+ Title = {Learning from Examples as an Inverse Problem},
+ Author = {De Vito, Ernesto and Rosasco, Lorenzo and Caponnetto, Andrea and De Giovannini, Umberto and Odone, Francesca},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2005},
+ Pages = {883--904},
+ Volume = {6},
+
+ Address = {Cambridge, MA, USA},
+ File = {:Statistical Learning/devito05learning.pdf:PDF},
+ ISSN = {1533-7928},
+ Owner = {baldazen},
+ Publisher = {MIT Press},
+ Timestamp = {2008.09.04}
+}
+
+@Article{DeVito2004,
+ Title = {Some Properties of Regularized Kernel Methods},
+ Author = {De Vito, E. and Rosasco, L. and Caponnetto, A. and Piana, M. and Verri, A.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2004},
+ Pages = {1363-1390},
+ Volume = {5},
+
+ File = {:Statistical Learning/devito04someprop.pdf:PDF},
+ Keywords = {kernel methods, representer theorem},
+ Owner = {baldazen},
+ Timestamp = {2008.02.08}
+}
+
+@Conference{Debrouwere2012,
+ Title = {Time-optimal robot path following with Cartesian acceleration constraints: a convex optimization approach.Debrouwere2012},
+ Author = {F. Debrouwere and W. Van Loock and G. Pipeleers and Q. Tran-Dinh and M. Diehl and J. De Schutter and J. Swevers},
+ Booktitle = {Mechatronics Forum International Conference},
+ Year = {2012},
+
+ Address = {Linz, Austria},
+ Number = {3},
+ Pages = {469--475},
+ Series = {Mechatronics Forum International Conference},
+ Volume = {2},
+
+ Owner = {quoctd},
+ Timestamp = {2012.10.12}
+}
+
+@Article{Debrouwere2013,
+ Title = {{T}ime-{O}ptimal {P}ath {F}ollowing for {R}obots with {C}onvex-{C}oncave {C}onstraints using {S}equential {C}onvex {P}rogramming},
+ Author = {F. Debrouwere and W. Van-Loock and G. Pipeleers and Q. Tran-Dinh and M. Diehl and J. De-Schutter and J. Swevers},
+ Journal = {IEEE Trans. Robotics},
+ Year = {2013},
+ Number = {6},
+ Pages = {1485--1495},
+ Volume = {29},
+
+ Owner = {quoctd},
+ Timestamp = {2014.09.28}
+}
+
+@Article{Decatur1999,
+ Title = {Computational sample complexity},
+ Author = {Decatur, Scott E. and Goldreich, Oded and Ron, Dana},
+ Journal = {SIAM J. Comput.},
+ Year = {1999},
+ Number = {3},
+ Pages = {854--879},
+ Volume = {29},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.24}
+}
+
+@InProceedings{Defraene2011,
+ Title = {A fast projected gradient optimization method for real-time perception-based clipping of audio signals},
+ Author = {Defraene, B. and van Waterschoot, T. and Diehl, M. and Moonen, M.},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2011},
+ Month = {may},
+ Pages = {333 -336},
+
+ Doi = {10.1109/ICASSP.2011.5946408},
+ File = {Defraene2011.PDF:Defraene2011.PDF:PDF},
+ ISSN = {1520-6149},
+ Keywords = {audio signal processing;computational complexity;gradient projection optimization method;real-time perception-based clipping algorithm;audio signal processing;computational complexity;gradient methods;optimisation;},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5946408&tag=1}
+}
+
+@InProceedings{Dekel2002,
+ Title = {Multiclass Learning by Probabilistic Embeddings},
+ Author = {Dekel, O. and Singer, Y.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2002},
+
+ File = {dekel02multiclass.pdf:Statistical Learning/Multiclass/dekel02multiclass.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.03.17},
+ Url = {citeseer.ist.psu.edu/dekel02multiclass.html}
+}
+
+@Book{Dekker1984,
+ Title = {{S}tability of {R}unge-{K}utta methods for stiff non-linear differential equations},
+ Author = {Dekker, K. and Verwer, J. G.},
+ Publisher = {North Holland Publ. Co.},
+ Year = {1984},
+
+ Address = {Amsterdam},
+
+ Keywords = {ODE DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Deledalle2014,
+ Title = {Stein unbiased {G}r{A}dient estimator of the {R}isk ({SUGAR}) for multiple parameter selection},
+ Author = {Deledalle, Charles-Alban and Vaiter, Samuel and Peyr\'{e}, Gabriel and Fadili, Jalal},
+ Year = {2014},
+
+ Month = may,
+ Note = {arXiv: 1405.1164v1 [math.ST]},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.08}
+}
+
+@TechReport{Dellaert2002,
+ Title = {The Expectation Maximization Algorithm},
+ Author = {Frank Dellaert},
+ Institution = {College of Computing, Georgia Institute of Technology},
+ Year = {2002},
+
+ File = {em-paper.pdf:Statistics/em-paper.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.25}
+}
+
+@Article{Dempe2007,
+ Title = {New necessary optimality conditions in optimistic bilevel programming},
+ Author = {S. Dempe and J. Dutta and B. S. Mordukhovich},
+ Journal = {Optimization},
+ Year = {2007},
+ Number = {5--6},
+ Pages = {577--604},
+ Volume = {56},
+
+ File = {:Papers/Dempe2007.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Article{Dempe2012,
+ Title = {Sensitivity Analysis for Two-Level Value Functions with Applications to Bilevel Programming},
+ Author = {S. Dempe and B. S. Mordukhovich and A. B. Zemkoho},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {4},
+ Pages = {1309--1343},
+ Volume = {24},
+
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Dempster1972,
+ Title = {Covariance Selection},
+ Author = {A. P. Dempster},
+ Journal = {Biometrics},
+ Year = {1972},
+ Pages = {157-175},
+ Volume = {28},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Dennis1977,
+ Title = {{Q}uasi-{N}ewton {M}ethods, {M}otivation and {T}heory},
+ Author = {Dennis, J.E. and J. J. Mor{\'{e}}},
+ Journal = {{SIAM} Review},
+ Year = {1977},
+
+ Month = {January},
+ Number = {1},
+ Pages = {46--89},
+ Volume = {19},
+
+ Keywords = {SQP optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Dennis1974,
+ Title = {A characterization of superlinear convergence and its application to quasi-Newton methods},
+ Author = {Dennis, JE and Mor{\'e}, Jorge J},
+ Journal = {Math. Comp.},
+ Year = {1974},
+ Number = {126},
+ Pages = {549--560},
+ Volume = {28},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Dennis1989,
+ Title = {{A} view of unconstrained optimization},
+ Author = {Dennis, J.E. and Schnabel, R.B.},
+ Booktitle = {Handbooks in Oper. Res. and Management Science},
+ Year = {1989},
+
+ Address = {Amsterdam},
+ Editor = {Nemhauser, G. L. and Rinnooy, A. H. G. and Todd, M. J.},
+ Publisher = {Elsevier},
+ Volume = {1(Optimization)},
+
+ Keywords = {SQP optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Dennis1983,
+ Title = {{N}umerical {M}ethods for {U}nconstrained {O}ptimization and {N}onlinear {E}quations},
+ Author = {Dennis, J.E. and Schnabel, R.B.},
+ Publisher = {Prentice Hall},
+ Year = {1983},
+
+ Address = {Englewood Cliffs, NJ},
+ Series = {Computational Mathematics},
+
+ Keywords = {SQP optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Deshpande1985,
+ Title = {{D}istillation {D}ynamics and {C}ontrol},
+ Author = {P.B. Deshpande},
+ Publisher = {Instrument Society of America},
+ Year = {1985},
+
+ Address = {New York},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Destrero2008,
+ Title = {Feature Selection for High-Dimensional Data},
+ Author = {Destrero, A. and Mosci, S. and De Mol, C. and Verri, A. and Odone, F.},
+ Journal = {Computational Management Science},
+ Year = {2008},
+
+ File = {destrero08feature.pdf:Statistical Learning\\SPARSITY\\destrero08feature.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.08.05}
+}
+
+@Article{Detlefs1994,
+ Title = {Memory allocation costs in large {C} and {C++} programs},
+ Author = {D. Detlefs and A. Dosser and B. Zorn},
+ Journal = {Software: Practice and Experience},
+ Year = {1994},
+ Number = {6},
+ Pages = {527--542},
+ Volume = {24},
+
+ File = {:Detlefs1994.pdf:PDF},
+ Keywords = {Garbage collection, Dynamic storage allocation, Performance evaluation, Conservative collection, Dynamic memory management},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Deuflhard1987,
+ Title = {{O}ne step and extrapolation methods for differential-algebraic systems},
+ Author = {Deuflhard, P. and Hairer, E. and Zugck, J.},
+ Journal = {Numerische {M}athematik},
+ Year = {1987},
+ Pages = {501--516},
+ Volume = {51},
+
+ Keywords = {ODE DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Deuflhard1979,
+ Title = {{A}ffine {I}nvariant {C}onvergence {T}heorems for {N}ewton's {M}ethod and {E}xtensions to {R}elated {M}ethods},
+ Author = {P. Deuflhard and G. Heindl},
+ Journal = {{SIAM} J. Numer. Anal.},
+ Year = {1979},
+ Pages = {1--10},
+
+ Keywords = {SQP optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Devolder2010,
+ Title = {First-order methods of smooth convex optimization with inexact oracle.},
+ Author = {O. Devolder and F.Glineur and Y. Nesterov},
+ Journal = {Submitted to Math. Program.},
+ Year = {2010},
+ Number = {1--2},
+ Pages = {37--75},
+ Volume = {146},
+
+ File = {:Papers/Devolder2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Devolder2013,
+ Title = {First-order mmethod of smooth convex optimization with inexact oracle},
+ Author = {Devolder, Olivier and Glineur, Francois and Nesterov, Yurii},
+ Journal = {Math. Program., Ser. A},
+ Year = {2013},
+
+ Month = jun,
+
+ Owner = {yhli},
+ Timestamp = {2014.03.13}
+}
+
+@Article{Devolder2012,
+ Title = {Double Smoothing Technique for Large-Scale Linearly Constrained Convex Optimization},
+ Author = {O. Devolder and F. Glineur and Y. Nesterov},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {2},
+ Pages = {702--727},
+ Volume = {22},
+
+ File = {:Papers/Devolder2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{DeVore2007,
+ Title = {Deterministic constructions of compressed sensing matrices},
+ Author = {DeVore, Ronald A},
+ Journal = {J. Complexity},
+ Year = {2007},
+ Number = {4},
+ Pages = {918--925},
+ Volume = {23},
+
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{DeVore1996,
+ Title = {Some remarks on greedy algorithms},
+ Author = {DeVore, Ronald A and Temlyakov, Vladimir N},
+ Journal = {Advances in computational Mathematics},
+ Year = {1996},
+ Number = {1},
+ Pages = {173--187},
+ Volume = {5},
+
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Devroye1996,
+ Title = {A Probabilistic Theory of Pattern Recognition},
+ Author = {Devroye, Luc and Gy\"{o}rfi, L\'{a}szl\'{o} and Lugosi, G\'{a}bor},
+ Publisher = {Springer-Verl.},
+ Year = {1996},
+
+ Address = {New York},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.25}
+}
+
+@Misc{Diehl2003,
+ Title = {{T}he {K}ite {B}enchmark {P}roblem {H}omepage},
+
+ Author = {Diehl, M.},
+ HowPublished = {http://www.iwr.uni-heidelberg.de/\ { }Moritz.Diehl/KITE/kite.htm},
+ Month = {September},
+ Year = {2003},
+
+ Keywords = {agbock},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Diehl2002,
+ Title = {{R}eal-{T}ime {O}ptimization for {L}arge {S}cale {N}onlinear {P}rocesses},
+ Author = {M. Diehl},
+ Publisher = {VDI Verlag},
+ Year = {2002},
+
+ Address = {D\"usseldorf},
+ Note = {Download also at: http://www.ub.uni-heidelberg.de/archiv/1659/},
+ Series = {Fortschr.-Ber. VDI Reihe 8, Me\ss-, Steuerungs- und Regelungstechnik},
+ Volume = {920},
+
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Pages = {179},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Diehl2001,
+ Title = {{R}eal-{T}ime {O}ptimization for {L}arge {S}cale {N}onlinear {P}rocesses},
+ Author = {M. Diehl},
+ School = {Universit\"at Heidelberg},
+ Year = {2001},
+ Note = {http://www.ub.uni-heidelberg.de/archiv/1659/},
+
+ File = {Diehl2001.pdf:Diehl2001.pdf:PDF},
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://archiv.ub.uni-heidelberg.de/volltextserver/frontdoor.php?source_opus=1659}
+}
+
+@MastersThesis{Diehl1998,
+ Title = {{A} direct multiple shooting method for the optimization and control of chemical processes},
+ Author = {Diehl, M.},
+ School = {Universit\"at Heidelberg},
+ Year = {1998},
+
+ File = {Diehl1998.pdf:Diehl1998.pdf:PDF},
+ Keywords = {agbockagbock chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Diehl2004,
+ Title = {{R}obust {D}ynamic {P}rogramming for {M}in-{M}ax {M}odel {P}redictive {C}ontrol of {C}onstrained {U}ncertain {S}ystems},
+ Author = {M. Diehl and J. Bj\"ornberg},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2004},
+
+ Month = {December},
+ Number = {12},
+ Pages = {2253--2257},
+ Volume = {49},
+
+ Doi = {10.1109/TAC.2004.838489},
+ File = {Diehl2004a.pdf:Diehl2004a.pdf:PDF},
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1369401}
+}
+
+@TechReport{Diehl2003a,
+ Title = {{R}obust {D}ynamic {P}rogramming for {L}inearly {C}onstrained {P}olytopic {S}ystems with {P}iecewise {L}inear {C}ost},
+ Author = {Diehl, M. and Bj\"ornberg, J.},
+ Institution = {SFB 359, Universit\"at Heidelberg},
+ Year = {2003},
+
+ Citeseerurl = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.11.2451},
+ File = {Diehl2003a.pdf:Diehl2003a.pdf:PDF},
+ Key = {Preprint 2003-14},
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Diehl2006b,
+ Title = {{A}n approximation technique for robust nonlinear optimization},
+ Author = {M. Diehl and H.G. Bock and E. Kostina},
+ Journal = {Math. Prog.},
+ Year = {2006},
+ Pages = {213--230},
+ Volume = {107},
+
+ Doi = {10.1007/s10107-005-0685-1},
+ File = {Diehl2006c.pdf:Diehl2006c.pdf:PDF},
+ Keywords = {agbock robust optimization optec},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.springerlink.com/content/y737861045873673/}
+}
+
+@InProceedings{Diehl2002a,
+ Title = {{N}ewton-{T}ype {M}ethods for the {A}pproximate {S}olution of {N}onlinear {P}rogramming {P}roblems in {R}eal-{T}ime},
+ Author = {M. Diehl and H.G. Bock and J.P. Schl\"oder},
+ Booktitle = {High Performance Algorithms and Software for Nonlinear Optimization},
+ Year = {2002},
+ Editor = {G. Di Pillo and A. Murli},
+ Pages = {177--200},
+ Publisher = {Kluwer Academic Publishers B.V.},
+
+ Keywords = {agbock SQP NMPC optimization multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Diehl2005,
+ Title = {{A} real-time iteration scheme for nonlinear optimization in optimal feedback control},
+ Author = {M. Diehl and H.G. Bock and J.P. Schl\"oder},
+ Journal = {{SIAM} J. Control and Optimization},
+ Year = {2005},
+ Number = {5},
+ Pages = {1714--1736},
+ Volume = {43},
+
+ Doi = {10.1137/S0363012902400713},
+ File = {Diehl2005.pdf:Diehl2005.pdf:PDF},
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://epubs.siam.org/sicon/resource/1/sjcodc/v43/i5/p1714\_s1}
+}
+
+@Article{Diehl2002b,
+ Title = {{R}eal-time optimization and {N}onlinear {M}odel {P}redictive {C}ontrol of {P}rocesses governed by differential-algebraic equations},
+ Author = {M. Diehl and H.G. Bock and J.P. Schl\"oder and R. Findeisen and Z. Nagy and F. Allg\"ower},
+ Journal = {J. Proc. Control},
+ Year = {2002},
+ Number = {4},
+ Pages = {577--585},
+ Volume = {12},
+
+ File = {Diehl2002b.pdf:Diehl2002b.pdf:PDF},
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Diehl2007a,
+ Title = {{A} {S}tabilizing {R}eal-time {I}mplementation of {N}onlinear {M}odel {P}redictive {C}ontrol},
+ Author = {M. Diehl and R. Findeisen and F. Allg\"ower},
+ Booktitle = {Real-Time and Online PDE-Constrained Optimization},
+ Publisher = {{SIAM}},
+ Year = {2007},
+ Editor = {L. Biegler and O. Ghattas and M. Heinkenschloss and D. Keyes and B. van Bloemen Waanders},
+ Pages = {23--52},
+
+ File = {Diehl2007b.pdf:Diehl2007b.pdf:PDF},
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Diehl2005a,
+ Title = {{N}ominal {S}tability of the {R}eal-{T}ime {I}teration {S}cheme for {N}onlinear {M}odel {P}redictive {C}ontrol},
+ Author = {Diehl, M. and Findeisen, R. and Allg\"ower, F. and Bock, H.G. and Schl\"oder, J.P.},
+ Journal = {IEE Proc.-Control Theory Appl.},
+ Year = {2005},
+ Number = {3},
+ Pages = {296--308},
+ Volume = {152},
+
+ Annote = {Appeared also as IMA Preprint \#1910, University of Minnesota},
+ Doi = {10.1049/ip-cta:20040008},
+ File = {Diehl2005b.pdf:Diehl2005b.pdf:PDF},
+ Institution = {IEE},
+ Keywords = {agbock NMPC optec chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Diehl2003b,
+ Title = {{N}ominal {S}tability of the {R}eal-{T}ime {I}teration {S}cheme for {N}onlinear {M}odel {P}redictive {C}ontrol},
+ Author = {Diehl, M. and Findeisen, R. and Allg\"ower, F. and Bock, H.G. and Schl\"oder, J.P.},
+ Institution = {IMA, University of Minnesota},
+ Year = {2003},
+ Number = { \#1910},
+
+ File = {Diehl2003b.ps:Diehl2003b.ps:PostScript},
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Diehl2003c,
+ Title = {{S}tability of nonlinear model predictive control in the presence of errors due to numerical online optimization},
+ Author = {M. Diehl and R. Findeisen and F. Allg\"ower and J.P. Schl\"oder and H.G. Bock},
+ Booktitle = {Proc. {IEEE} Conf. Decision and Control},
+ Year = {2003},
+
+ Address = {Maui, Hawaii},
+ Pages = {1419--1424},
+
+ Doi = {10.1109/CDC.2003.1272809},
+ File = {Diehl2003d.pdf:Diehl2003d.pdf:PDF},
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1272809}
+}
+
+@Article{Diehl2003d,
+ Title = {{A}n {E}fficient {A}lgorithm for {N}onlinear {M}odel {P}redictive {C}ontrol of {L}arge-{S}cale {S}ystems. {P}art {II}: {A}pplication to a {D}istillation {C}olumn},
+ Author = {M. Diehl and R. Findeisen and S. Schwarzkopf and I. Uslu and F. Allg\"ower and H.G. Bock and E.D. Gilles and J.P. Schl\"oder},
+ Journal = {Automatisierungstechnik},
+ Year = {2003},
+ Number = {1},
+ Pages = {22--29},
+ Volume = {51},
+
+ File = {Diehl2003d.pdf:Diehl2003d.pdf:PDF},
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.mendeley.com/research/efficient-algorithm-nonlinear-model-predictive-control-largescale-systems-part-ii-experimental-evaluation-distillation-column-ein-efficient-algorithm-nonlinear-model-predictive-control-largescale-systems-part-ii-experimental/}
+}
+
+@Article{Diehl2006,
+ Title = {{L}oss of superlinear convergence for an {SQP}-type method with conic constraints},
+ Author = {M. Diehl and F. Jarre and C. Vogelbusch},
+ Journal = {SIAM J. Opt.},
+ Year = {2006},
+ Number = {4},
+ Pages = {1201--1210},
+ Volume = {16},
+
+ Doi = {10.1137/050625977},
+ File = {Diehl2006.pdf:Diehl2006.pdf:PDF},
+ Keywords = {LMI SQP optec},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://link.aip.org/link/?SJE/16/1201/1}
+}
+
+@InProceedings{Diehl2002c,
+ Title = {{S}imultaneous {E}stimation of {E}xtended {O}ptical {F}low and {G}lobal {P}arameters},
+ Author = {M. Diehl and R. K\"usters and H. Scharr},
+ Booktitle = {Workshop on Dynamic Perception},
+ Year = {2002},
+
+ Address = {Bochum},
+
+ File = {Diehl2002d.pdf:Diehl2002d.pdf:PDF},
+ Keywords = {agbock multiple shooting parameter estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Diehl2001b,
+ Title = {{MUSCOD-II} {U}sers' {M}anual},
+ Author = {M. Diehl and D.B. Leineweber and A.A.S. Sch\"afer},
+ Institution = {Universit\"at Heidelberg},
+ Year = {2001},
+ Number = {2001-25},
+ Type = {IWR-Pre\-print},
+
+ File = {Diehl2001b.pdf:Diehl2001b.pdf:PDF},
+ Keywords = {agbock multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Diehl2003e,
+ Title = {{O}nline {NMPC} of a looping kite using approximate infinite horizon closed loop costing},
+ Author = {Diehl, M. and L. Magni and {G. De} Nicolao},
+ Booktitle = {IFAC Conf. Control Sys. Design},
+ Year = {2003},
+
+ Address = {Bratislava, Slovak Republic},
+ Month = {September 7-10},
+ Organization = {IFAC},
+
+ Keywords = {agbock NMPC multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Diehl2004a,
+ Title = {Efficient NMPC of unstable periodic systems using approximate infinite horizon closed loop costing},
+ Author = {Moritz Diehl and Lalo Magni and Giuseppe De Nicolao},
+ Journal = {Annual Rev. Control},
+ Year = {2004},
+ Number = {1},
+ Pages = {37 - 45},
+ Volume = {28},
+
+ Doi = {10.1016/j.arcontrol.2004.01.011},
+ File = {Diehl2004f.pdf:Diehl2004f.pdf:PDF},
+ ISSN = {1367-5788},
+ Keywords = {Periodic control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S1367578804000057}
+}
+
+@Article{Diehl2009,
+ Title = {Stability Optimization of Hybrid Periodic Systems via a Smooth Criterion},
+ Author = {Diehl, M. and Mombaur, K. and Noll, D.},
+ Journal = {Automatic Control, IEEE Transactions on},
+ Year = {2009},
+
+ Month = {aug. },
+ Number = {8},
+ Pages = {1875 -1880},
+ Volume = {54},
+
+ Doi = {10.1109/TAC.2009.2020669},
+ File = {Diehl2009a.pdf:Diehl2009a.pdf:PDF},
+ ISSN = {0018-9286},
+ Keywords = {boundary value problem;complex open-loop stability optimization;controlled hybrid dynamic systems;differentiable criterion;differentiable nonlinear optimal control problem;ground impacts;hybrid periodic systems;matrix constraint;monodromy matrix;nonlinear dynamics;nonsmooth criteria;numerical optimization;open-loop control;periodic orbits;periodicity constraint;pseudo spectral radius;relaxed Lyapunov equation;smooth criterion;smooth stability optimization program;smoothed spectral radius;walking robot model;yield maximally stable limit cycles;Lyapunov methods;boundary-value problems;matrix algebra;open loop systems;optimal control;optimisation;periodic control;stability;time-varying systems;},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5173484}
+}
+
+@Article{Diehl2002d,
+ Title = {{O}ptimization of {M}ultiple-{F}raction {B}atch {D}istillation with {R}ecycled {W}aste {C}uts},
+ Author = {M. Diehl and A.A.S. Sch\"afer and H.G. Bock and J.P. Schl\"oder and D.B. Leineweber},
+ Journal = {{AIChE} Journal},
+ Year = {2002},
+ Number = {12},
+ Pages = {2869--2874},
+ Volume = {48},
+
+ Doi = {10.1002/aic.690481214},
+ File = {Diehl2002.pdf:Diehl2002.pdf:PDF},
+ Keywords = {agbock chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://onlinelibrary.wiley.com/doi/10.1002/aic.690481214/abstract}
+}
+
+@InCollection{Diehl2001a,
+ Title = {{R}eal-{T}ime {O}ptimization for {L}arge {S}cale {P}rocesses: {N}onlinear {M}odel {P}redictive {C}ontrol of a {H}igh {P}urity {D}istillation {C}olumn},
+ Author = {Diehl, M. and Uslu, I. and Findeisen, R. and Schwarzkopf, S. and Allg\"ower, F. and Bock, H.G. and B\"urner, T. and Gilles, E.D. and Kienle, A. and Schl\"oder, J.P. and Stein, E.},
+ Booktitle = {Online {O}ptimization of {L}arge {S}cale Systems: {S}tate of the {A}rt},
+ Publisher = {Springer},
+ Year = {2001},
+ Editor = {M. Gr\"otschel and S. O. Krumke and J. Rambau},
+ Note = {download at: http://www.zib.de/dfg-echtzeit/Publikationen/Preprints/Preprint-01-16.html},
+ Pages = {363--384},
+
+ Citeseerurl = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.17.8798},
+ File = {Diehl2001a.pdf:Diehl2001a.pdf:PDF},
+ Keywords = {agbock NMPC chemistry multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.17.8798}
+}
+
+@Article{Diehl2010,
+ Title = {An adjoint-based {SQP} algorithm with quasi-{N}ewton {J}acobian updates for inequality constrained optimization},
+ Author = {M. Diehl and A. Walther and H.G. Bock and E. Kostina},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2010},
+ Number = {4},
+ Pages = {531--552 },
+ Volume = {25},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@TechReport{Dieses2001,
+ Title = {{N}umerical {M}ethods for {O}ptimization {P}roblems in {W}ater {F}low and {R}eactive {S}olute {T}ransport {P}rocesses of {X}enobiotics in {S}oils},
+ Author = {Dieses, A.},
+ Institution = {Universit\"at Heidelberg},
+ Year = {2001},
+ Note = {Ph.D. Thesis},
+ Number = {SFB Preprint 2001-07},
+
+ Keywords = {agbock multiple shooting parameter estimation PDE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Dieses1999,
+ Title = {{P}arameter {E}stimation for nonlinear transport and degradation processes of xenobiotica in soil},
+ Author = {A. E. Dieses and J.P. Schl\"oder and H.G. Bock and O. Richter},
+ Booktitle = {Scientific Computing in Chemical Engineering II},
+ Year = {1999},
+ Editor = {F. Keil et al.},
+ Pages = {290--297},
+ Publisher = {Springer Verlag},
+ Volume = {2},
+
+ Keywords = {agbock multiple shooting parameter estimation PDE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Dietterich1995,
+ Title = {Solving Multiclass Learning Problems via Error-Correcting Output Codes},
+ Author = {Thomas G. Dietterich and Ghulum Bakiri},
+ Journal = {J. Art. Int. Res.},
+ Year = {1995},
+ Pages = {263-286},
+ Volume = {2},
+
+ File = {dietterich95solving.pdf:Statistical Learning/Multiclass/dietterich95solving.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {citeseer.ist.psu.edu/dietterich95solving.html}
+}
+
+@Article{Dimakis2012,
+ Title = {{LDPC} Codes for Compressed Sensing},
+ Author = {Dimakis, AG. and Smarandache, R. and Vontobel, P.O.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2012},
+
+ Month = {May},
+ Number = {5},
+ Pages = {3093-3114},
+ Volume = {58},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Conference{Ding2004a,
+ Title = {K-means clustering via principal component analysis},
+ Author = {Ding, C. and He, X.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2004},
+ Organization = {ACM New York, NY, USA},
+
+ File = {ding2004kmeanspca.pdf:Statistical Learning/CLUSTERING/ding2004kmeanspca.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.03.17}
+}
+
+@Article{Ding2012,
+ Title = {An Introduction to a Class of Matrix Cone Programming},
+ Author = {C. Ding and D. Sun and K.C. Toh},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Ding2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Book{Diwekar1995,
+ Title = {{B}atch distillation: simulation, optimal design, and control},
+ Author = {U.M. Diwekar},
+ Publisher = {Taylor \& Francis},
+ Year = {1995},
+
+ Address = {Washington},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Diwekar1987,
+ Title = {{O}ptimal {R}eflux {R}ate {P}olicy {D}etermination for {M}ulticomponent {B}atch {D}istillation {C}olumns},
+ Author = {U.M. Diwekar and R.K. Malik and K.P. Madhavan},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1987},
+ Pages = {629},
+ Volume = {11},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Djordjevic2003,
+ Title = {A biophysical approach to transcription factor binding site discovery.},
+ Author = {Marko Djordjevic and Anirvan M Sengupta and Boris I Shraiman},
+ Journal = {Genome Res.},
+ Year = {2003},
+
+ Month = {Nov},
+ Number = {11},
+ Pages = {2381--2390},
+ Volume = {13},
+
+ Abstract = {Identification of transcription factor binding sites within regulatory segments of genomic DNA is an important step toward understanding of the regulatory circuits that control expression of genes. Here, we describe a novel bioinformatics method that bases classification of potential binding sites explicitly on the estimate of sequence-specific binding energy of a given transcription factor. The method also estimates the chemical potential of the factor that defines the threshold of binding. In contrast with the widely used information-theoretic weight matrix method, the new approach correctly describes saturation in the transcription factor/DNA binding probability. This results in a significant improvement in the number of expected false positives, particularly in the ubiquitous case of low-specificity factors. In the strong binding limit, the algorithm is related to the "support vector machine" approach to pattern recognition. The new method is used to identify likely genomic binding sites for the E. coli transcription factors collected in the DPInteract database. In addition, for CRP (a global regulatory factor), the likely regulatory modality (i.e., repressor or activator) of predicted binding sites is determined.},
+ Doi = {10.1101/gr.1271603},
+ File = {djordjevic03biophysical.pdf:BIO/djordjevic03biophysical.pdf:PDF},
+ Keywords = {Algorithms; Binding Sites; Biophysics; Computational Biology; DNA, Bacterial; Databases, Genetic; Escherichia coli; Gene Expression Regulation; Internet; Models, Statistical; Transcription Factors},
+ Owner = {luca},
+ Pii = {13/11/2381},
+ Pmid = {14597652},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1101/gr.1271603}
+}
+
+@InProceedings{DoBa2010,
+ Title = {Lower Bounds for Sparse Recovery.},
+ Author = {Do Ba, Khanh and Indyk, Piotr and Price, Eric and Woodruff, David P},
+ Booktitle = {SODA},
+ Year = {2010},
+ Organization = {SIAM},
+ Pages = {1190--1197},
+ Volume = {10},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Doan2009,
+ Title = {A distributed version of {Han}'s method for {DMPC} using local communications only},
+ Author = {D. Doan and T. Keviczky and I. Necoara and M. Diehl and B. {D}e Schutter},
+ Journal = {Control Eng. and App. Informatics},
+ Year = {2009},
+ Number = {3},
+ Pages = {6--15},
+ Volume = {11},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Dohono2006,
+ Title = {For most large underdetermined systems of linear equations the minimal $\ell_1$-norm solution is also the sparsest solution},
+ Author = {Dohono, David L.},
+ Journal = {Commun. Pure Appl. Math.},
+ Year = {2006},
+ Pages = {797--829},
+ Volume = {LIX},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.24}
+}
+
+@Article{Dolan2002,
+ Title = {Benchmarking optimization software with performance profiles},
+ Author = {E.D. Dolan and J.J. Mor\'e},
+ Journal = {Math. Program.},
+ Year = {2002},
+ Pages = {201--213},
+ Volume = {91},
+
+ Owner = {quoctd},
+ Timestamp = {2012.05.09}
+}
+
+@InProceedings{Domahidi2012,
+ Title = {Efficient interior point Methods for Multistage Problems Arising in Receding Horizon Control},
+ Author = {A. Domahidi and A. Zgraggen and M.N. Zeilinger and M. Morari and C.N. Jones},
+ Booktitle = {IEEE Conf. Decision and Control},
+ Year = {2012},
+
+ Address = {Maui, HI, USA},
+ Month = dec,
+ Pages = {668 -- 674},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Domenech1981,
+ Title = {{P}rogram for {S}imulation {B}atch {R}ectification as {U}nit {O}peration},
+ Author = {Domenech, S. and M. Enjalbert},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1981},
+ Number = {181},
+ Volume = {5},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Dongarra1990,
+ Title = {{A} {S}et of {L}evel 3 {B}asic {L}inear {A}lgebra {S}ubprograms},
+ Author = {J.J. Dongarra and J. Du Croz and I. Duff and S. Hammarling},
+ Journal = {{ACM} Trans. on Math. Soft.},
+ Year = {1990},
+ Pages = { 1--28},
+ Volume = {16,1},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Dongarra1988,
+ Title = {{A}n extended {S}et of {F}ortran {B}asic {L}inear {A}lgebra {S}ubprograms},
+ Author = {J.J. Dongarra and J. Du Croz and S. Hammarling and R. Hanson},
+ Journal = {{ACM} Trans. on Math. Soft.},
+ Year = {1988},
+ Pages = {1--32},
+ Volume = {14,1},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Donoho2003,
+ Title = {Maximal sparsity representation via l1 minimization},
+ Author = {D. Donoho and M. Elad},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2003},
+ Pages = {2197-2202},
+ Volume = {100},
+
+ Citeseerurl = {citeseer.ist.psu.edu/donoho03maximal.html},
+ File = {Statistical Learning\\donoho03maximal.pdf:Statistical Learning\\donoho03maximal.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2007.02.01}
+}
+
+@Article{Donoho2011,
+ Title = {The Noise-Sensitivity Phase Transition in Compressed Sensing},
+ Author = {Donoho, D.L. and Maleki, A and Montanari, A},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2011},
+
+ Month = {Oct.},
+ Number = {10},
+ Pages = {6920-6941},
+ Volume = {57},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Article{Donoho2009a,
+ Title = {Observed universality of phase transitions in high-dimensional geometry, with implications for modern data analysis and signal processing},
+ Author = {Donoho, David and Tanner, Jared},
+ Journal = {Phil. Trans. Royal Soc. A},
+ Year = {2009},
+ Pages = {4273--4293},
+ Volume = {367},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.30}
+}
+
+@Article{Donoho2006,
+ Title = {Compressed sensing},
+ Author = {Donoho, David L.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2006},
+
+ Month = apr,
+ Number = {4},
+ Pages = {1289--1306},
+ Volume = {52},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.30}
+}
+
+@Article{Donoho2006a,
+ Title = {High-dimensional centrally symmetric polytopes with neighborliness proportional to dimension},
+ Author = {Donoho, David L.},
+ Journal = {Discrete Comp. Geom.},
+ Year = {2006},
+ Pages = {617--652},
+ Volume = {35},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.30}
+}
+
+@TechReport{Donoho2004,
+ Title = {Neighborly polytopes and sparse solution of underdetermined linear equations},
+ Author = {Donoho, David L.},
+ Institution = {Stanford University},
+ Year = {2004},
+
+ Bdsk-url-1 = {http://statweb.stanford.edu/~donoho/reports.html#2005},
+ Owner = {yhli},
+ Timestamp = {2014.07.30},
+ Url = {http://statweb.stanford.edu/~donoho/reports.html#2005}
+}
+
+@Article{Donoho2001a,
+ Title = {Sparse components of images and optimal atomic decomposition},
+ Author = {D. L. Donoho},
+ Journal = {Constructive Approx.},
+ Year = {2001},
+ Pages = {353--382},
+ Volume = {17},
+
+ File = {:Papers/Donoho2001.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{Donoho1993,
+ Title = {Unconditional bases are optimal bases for data compression and for statistical estimation},
+ Author = {D. L. Donoho},
+ Journal = {App. Comp. Harmon. Anal.},
+ Year = {1993},
+ Pages = {100-115},
+ Volume = {1},
+
+ File = {:Papers/Donoho1993.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{Donoho2001,
+ Title = {Uncertainty principles and ideal atomic decomposition},
+ Author = {Donoho, David L. and Huo, Xiaoming},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2001},
+
+ Month = nov,
+ Number = {7},
+ Pages = {2845--2862},
+ Volume = {47},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.21}
+}
+
+@Article{Donoho2009,
+ Title = {Message Passing Algorithms for Compressed Sensing},
+ Author = {David L. Donoho and Arian Maleki and Andrea Montanari},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2009},
+
+ Month = {Sept.},
+ Pages = {18914-18919},
+ Volume = {106},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.29}
+}
+
+@Article{Donoho1989,
+ Title = {Uncertainty principles and signal recovery},
+ Author = {Donoho, David L. and Stark, Philip B.},
+ Journal = {SIAM J. App. Math.},
+ Year = {1989},
+
+ Month = jun,
+ Number = {3},
+ Pages = {906--931},
+ Volume = {49},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.21}
+}
+
+@Article{Donoho2010,
+ Title = {Precise undersampling theorems},
+ Author = {Donoho, David L. and Tanner, Jared},
+ Journal = {Proc. IEEE},
+ Year = {2010},
+
+ Month = jun,
+ Number = {6},
+ Pages = {913--924},
+ Volume = {98},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.30}
+}
+
+@Article{Donoho2009b,
+ Title = {Counting faces of randomly projected polytopes when the projection radically lowers dimension},
+ Author = {Donoho, David L. and Tanner, Jared},
+ Journal = {J. Amer. Math. Soc.},
+ Year = {2009},
+
+ Month = jan,
+ Number = {1},
+ Pages = {1--53},
+ Volume = {22},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.30}
+}
+
+@Article{Donoho2005,
+ Title = {Sparse nonnegative solution of underdetermined linear equations by linear programming},
+ Author = {Donoho, David L. and Tanner, Jared},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2005},
+
+ Month = jul,
+ Number = {27},
+ Pages = {9446--9451},
+ Volume = {102},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.31}
+}
+
+@Article{Donoho2008,
+ Title = {Fast solution of $\ell_1$-norm minimization problems when the solution may be sparse},
+ Author = {Donoho, David L. and Tsaig, Yaakov},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2008},
+
+ Month = nov,
+ Number = {11},
+ Pages = {4789--4812},
+ Volume = {54},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.15}
+}
+
+@Article{Donoho2012,
+ Title = {Sparse solution of underdetermined systems of linear equations by stagewise orthogonal matching pursuit},
+ Author = {Donoho, David L. and Tsaig, Yaakov and Drori, Iddo and Starck, Jean-Luc},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2012},
+
+ Month = feb,
+ Number = {2},
+ Pages = {1094--1121},
+ Volume = {58},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.15}
+}
+
+@Article{Dontchev1996,
+ Title = {Characterizations of strong regularity for variational inequalities over polyhedral convex sets},
+ Author = {A. L. Dontchev and T. R. Rockafellar},
+ Journal = {SIAM J. Opt.},
+ Year = {1996},
+ Number = {4},
+ Pages = {1087--1105.},
+ Volume = {6},
+
+ File = {:Papers/Dontchev1996.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.07}
+}
+
+@Article{Doolittle1999,
+ Title = {Lateral genomics},
+ Author = {W. F. Doolittle},
+ Journal = {Trends Cell Biol},
+ Year = {1999},
+
+ Month = {Dec},
+ Number = {12},
+ Pages = {M5--M8},
+ Volume = {9},
+
+ Abstract = {More than 20 complete prokaryotic genome sequences are now publicly available, each by itself an unparalleled resource for understanding organismal biology. Collectively, these data are even more powerful: they could force a dramatic reworking of the framework in which we understand biological evolution. It is possible that a single universal phylogenetic tree is not the best way to depict relationships between all living and extinct species. Instead a web- or net-like pattern, reflecting the importance of horizontal or lateral gene transfer between lineages of organisms, might provide a more appropriate visual metaphor. Here, I ask whether this way of thinking is really justified, and explore its implications.},
+ File = {Doolittle99LateralGenomics.pdf:BIO/Doolittle99LateralGenomics.pdf:PDF},
+ Keywords = {Evolution, Molecular; Genome; Phylogeny; Prokaryotic Cells; RNA, Ribosomal},
+ Owner = {luca},
+ Pii = {S0962-8924(99)01664-5},
+ Pmid = {10611671},
+ Timestamp = {2007.03.01}
+}
+
+@Article{DotanCohen2007,
+ Title = {Hierarchical tree snipping: clustering guided by prior knowledge},
+ Author = {Dotan-Cohen, Dikla and Melkman, Avraham A. and Kasif, Simon},
+ Journal = {Bioinformatics},
+ Year = {2007},
+ Number = {24},
+ Pages = {3335-3342},
+ Volume = {23},
+
+ Abstract = {Motivation: Hierarchical clustering is widely used to cluster genes into groups based on their expression similarity. This method first constructs a tree. Next this tree is partitioned into subtrees by cutting all edges at some level, thereby inducing a clustering. Unfortunately, the resulting clusters often do not exhibit significant functional coherence. Results: To improve the biological significance of the clustering, we develop a new framework of partitioning by snippingcutting selected edges at variable levels. The snipped edges are selected to induce clusters that are maximally consistent with partially available background knowledge such as functional classifications. Algorithms for two key applications are presented: functional prediction of genes, and discovery of functionally enriched clusters of co-expressed genes. Simulation results and cross-validation tests indicate that the algorithms perform well even when the actual number of clusters differs considerably from the requested number. Performance is improved compared with a previously proposed algorithm. Availability: A java package is available at http://www.cs.bgu.ac.il/~dotna/ TreeSnipping Contact: dotna@cs.bgu.ac.il Supplementary information: Supplementary data are available at Bioinformatics online.},
+ Doi = {10.1093/bioinformatics/btm526},
+ Eprint = {http://bioinformatics.oxfordjournals.org/cgi/reprint/23/24/3335.pdf},
+ File = {cohen07hierarchical.pdf:BIO/cohen07hierarchical.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.02.27},
+ Url = {http://bioinformatics.oxfordjournals.org/cgi/content/abstract/23/24/3335}
+}
+
+@Article{Doty1993,
+ Title = {{A} {T}heory of {G}eneralized {I}nverses {A}pplied to {R}obotics},
+ Author = {K.L. Doty and C. Melchiorri and C. Bonivento},
+ Journal = {Int. J. Robotics Res.},
+ Year = {1993},
+ Number = {1},
+ Pages = {1--19},
+ Volume = {12},
+
+ Keywords = {serial manipulators, redundancy, pseudo inverse},
+ Owner = {qtrandin},
+ Timestamp = {2009.08.21}
+}
+
+@Article{Douglas1956,
+ Title = {On the numerical solution of heat conduction problems in two and three space variables},
+ Author = {Douglas, Jim and Rachford, HH},
+ Journal = {Trans. Amer. Math. Soc.},
+ Year = {1956},
+ Number = {2},
+ Pages = {421--439},
+ Volume = {82},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Douma2005,
+ Title = {Relations between uncertainty structures in identification for robust control},
+ Author = {Sippe G. Douma and Paul M.J. Van den Hof},
+ Journal = {Automatica},
+ Year = {2005},
+ Number = {3},
+ Pages = {439 - 457},
+ Volume = {41},
+
+ Doi = {10.1016/j.automatica.2004.11.005},
+ File = {Douma2005.pdf:Douma2005.pdf:PDF},
+ ISSN = {0005-1098},
+ Keywords = {Identification for control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0005109804003267}
+}
+
+@Article{Downs1993,
+ Title = {{A} plant-wide industrial process control problem},
+ Author = {Downs, J.J. and Vogel, E.F.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1993},
+ Pages = {245--255},
+ Volume = {17},
+
+ File = {Downs1993.pdf:/Downs1993.pdf:PDF},
+ Keywords = {optimal control chemistry},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Drineas2006,
+ Title = {Fast Monte Carlo algorithms for matrices II: Computing a low-rank approximation to a matrix},
+ Author = {Drineas, Petros and Kannan, Ravi and Mahoney, Michael W},
+ Journal = {SIAM Journal on Computing},
+ Year = {2006},
+ Number = {1},
+ Pages = {158--183},
+ Volume = {36},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Drineas2008,
+ Title = {Relative-error CUR matrix decompositions},
+ Author = {Drineas, Petros and Mahoney, Michael W and Muthukrishnan, S},
+ Journal = {SIAM Journal on Matrix Anal. and Apps.},
+ Year = {2008},
+ Number = {2},
+ Pages = {844--881},
+ Volume = {30},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Drummond2010,
+ Title = {Warning: statistical benchmarking is addictive. Kicking the habit in machine learning},
+ Author = {Drummond, Chris and Japkowicz, Nathalie},
+ Journal = {J. Exp. Theor. Artif. Intell.},
+ Year = {2010},
+
+ Month = mar,
+ Number = {1},
+ Pages = {67--80},
+ Volume = {22},
+
+ Acmid = {1744684},
+ Address = {Bristol, PA, USA},
+ Doi = {10.1080/09528130903010295},
+ File = {drummond2010warning.pdf:Statistical Learning\\drummond2010warning.pdf:PDF},
+ ISSN = {0952-813X},
+ Issue_date = {March 2010},
+ Keywords = {algorithm evaluation, benchmarking, machine learning, null hypothesis tests},
+ Numpages = {14},
+ Owner = {jmscarlett},
+ Publisher = {Taylor \& Francis, Inc.},
+ Timestamp = {2014.11.25},
+ Url = {http://dx.doi.org/10.1080/09528130903010295}
+}
+
+@Article{Du2006,
+ Title = {A supervised hidden markov model framework for efficiently segmenting tiling array data in transcriptional and chIP-chip experiments: systematically incorporating validated biological knowledge.},
+ Author = {Jiang Du and Joel S Rozowsky and Jan O Korbel and Zhengdong D Zhang and Thomas E Royce and Martin H Schultz and Michael Snyder and Mark Gerstein},
+ Journal = {Bioinformatics},
+ Year = {2006},
+
+ Month = {Dec},
+ Number = {24},
+ Pages = {3016--3024},
+ Volume = {22},
+
+ Abstract = {MOTIVATION: Large-scale tiling array experiments are becoming increasingly common in genomics. In particular, the ENCODE project requires the consistent segmentation of many different tiling array datasets into 'active regions' (e.g. finding transfrags from transcriptional data and putative binding sites from ChIP-chip experiments). Previously, such segmentation was done in an unsupervised fashion mainly based on characteristics of the signal distribution in the tiling array data itself. Here we propose a supervised framework for doing this. It has the advantage of explicitly incorporating validated biological knowledge into the model and allowing for formal training and testing. Methodology: In particular, we use a hidden Markov model (HMM) framework, which is capable of explicitly modeling the dependency between neighboring probes and whose extended version (the generalized HMM) also allows explicit description of state duration density. We introduce a formal definition of the tiling-array analysis problem, and explain how we can use this to describe sampling small genomic regions for experimental validation to build up a gold-standard set for training and testing. We then describe various ideal and practical sampling strategies (e.g. maximizing signal entropy within a selected region versus using gene annotation or known promoters as positives for transcription or ChIP-chip data, respectively). RESULTS: For the practical sampling and training strategies, we show how the size and noise in the validated training data affects the performance of an HMM applied to the ENCODE transcriptional and ChIP-chip experiments. In particular, we show that the HMM framework is able to efficiently process tiling array data as well as or better than previous approaches. For the idealized sampling strategies, we show how we can assess their performance in a simulation framework and how a maximum entropy approach, which samples sub-regions with very different signal intensities, gives the maximally performing gold-standard. This latter result has strong implications for the optimum way medium-scale validation experiments should be carried out to verify the results of the genome-scale tiling array experiments.},
+ Doi = {10.1093/bioinformatics/btl515},
+ File = {BIO\\Du06SupervisedHiddenMarkov.pdf:BIO\\Du06SupervisedHiddenMarkov.pdf:PDF},
+ Keywords = {Artificial Intelligence; Biology; Chromosome Mapping; Databases, Genetic; Gene Expression Profiling; Information Storage and Retrieval; Markov Chains; Oligonucleotide Array Sequence Analysis; Pattern Recognition, Automated; Sequence Analysis, DNA; Transcription Factors; Transcription, Genetic},
+ Owner = {BaldaZen},
+ Pii = {btl515},
+ Pmid = {17038339},
+ Timestamp = {2007.02.07},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btl515}
+}
+
+@InBook{Duadi2011,
+ Title = {Source: Holography, Research and Technologies},
+ Author = {Duadi, H. and Margalit, O. and Mico, V. and Rodrigo, J.A. and Alieva, T. and Garcia, J. and Zalevsky, Z.},
+ Chapter = {Digital holography and phase retrieval},
+ Editor = {Rosen, J.},
+ Publisher = {InTech},
+ Year = {2011},
+
+ Owner = {baldassarre},
+ Timestamp = {2012.09.27}
+}
+
+@Article{Duarte2012,
+ Title = {Kronecker compressive sensing},
+ Author = {Duarte, M.F. and Baraniuk, R.G.},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2012},
+ Number = {2},
+ Pages = {494--504},
+ Volume = {21},
+
+ File = {duarte2012kronecker.pdf:COMPRESSIVE SENSING/duarte2012kronecker.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Duarte2011,
+ Title = {Structured compressed sensing: From theory to applications},
+ Author = {Duarte, M.F. and Eldar, Y.C.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2011},
+ Number = {9},
+ Pages = {4053--4085},
+ Volume = {59},
+
+ File = {duarte2011structured.pdf:COMPRESSIVE SENSING/duarte2011structured.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Duarte2008,
+ Title = {Single-pixel imaging via compressive sampling},
+ Author = {Duarte, Marco F. and Davenport, Mark A. adn Takhar, Dharmpal and Laska, Jason N. and Sun, Ting and Kelly, Kevin F. and Baraniuk, Richard G.},
+ Journal = {IEEE Sig. Proc. Mag.},
+ Year = {2008},
+
+ Month = mar,
+ Number = {2},
+ Pages = {83--91},
+ Volume = {25},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.24}
+}
+
+@Conference{duarte2009recovery,
+ Title = {Recovery of compressible signals in unions of subspaces},
+ Author = {Duarte, Marco F and Hegde, Chinmay and Cevher, Volkan and Baraniuk, Richard G},
+ Booktitle = {Conf. Inf. Sci. Sys. (CISS)},
+ Year = {2009},
+
+ Institution = {CISS}
+}
+
+@InProceedings{Duarte2008b,
+ Title = {Wavelet-domain compressive signal reconstruction using a hidden Markov tree model},
+ Author = {Duarte, Marco F and Wakin, Michael B and Baraniuk, Richard G},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2008},
+ Organization = {IEEE},
+ Pages = {5137--5140},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Duchi2012,
+ Title = {Dual Averaging for Distributed Optimization: Convergence Analysis and Network Scaling},
+ Author = {J.C. Duchi and A. Agarwal and M.J. Wainwright},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2012},
+ Number = {3},
+ Pages = {592--606},
+ Volume = {57},
+
+ File = {:Papers/Duchi2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.27}
+}
+
+@Article{Duchi2012a,
+ Title = {Projected subgradient methods for learning sparse gaussians.},
+ Author = {J. Duchi and S. Gould and D. Koller},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Duchi2012a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.16},
+ Url = {arXiv preprint: arXiv:1206.3249, 2012.}
+}
+
+@InProceedings{Duchi2008,
+ Title = {Efficient projections onto the l1-ball for learning in high dimensions},
+ Author = {Duchi, John and Shalev-Shwartz, Shai and Singer, Yoram and Chandra, Tushar},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2008},
+
+ Address = {New York, NY, USA},
+ Pages = {272--279},
+ Publisher = {ACM},
+ Series = {ICML '08},
+
+ Acmid = {1390191},
+ Doi = {http://doi.acm.org/10.1145/1390156.1390191},
+ File = {duchi2008.pdf:Optimization\\duchi2008.pdf:PDF},
+ ISBN = {978-1-60558-205-4},
+ Location = {Helsinki, Finland},
+ Numpages = {8},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://doi.acm.org/10.1145/1390156.1390191}
+}
+
+@Article{Duff1986,
+ Title = {{C}omputing the structural index},
+ Author = {Duff, I.S. and Gear, C.W.},
+ Journal = {{SIAM} Journal on Algebraic Discrete Methods},
+ Year = {1986},
+ Pages = {594--603},
+ Volume = {7},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Duff1996,
+ Title = {{T}he design of {MA}48: {A} code for the direct solution of sparse unsymmetric linear systems of equations},
+ Author = {I.S. Duff and J.K. Reid},
+ Journal = {{ACM} Trans. on Math. Soft.},
+ Year = {1996},
+ Pages = {187--226},
+ Volume = {22},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Dughmi2011,
+ Title = {Submodular functions: Extensions, distributions, and algorithms. a survey},
+ Author = {Dughmi, Shaddin},
+ Journal = {arXiv preprint arXiv:0912.0322},
+ Year = {2011},
+
+ File = {dughmi2011submodular.pdf:dughmi2011submodular.pdf:PDF},
+ Keywords = {submodular, combinatorial, optimimization},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Dung2009,
+ Title = {Regularization algorithms for solving monotone equilibrium problems},
+ Author = {M. Le Dung and Q. Tran-Dinh},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2009},
+ Pages = {185--204},
+ Volume = {124},
+
+ Owner = {quoctd},
+ Timestamp = {2013.11.13}
+}
+
+@Article{Dunn1989,
+ Title = {{E}fficient {D}ynamic {P}rogramming {I}mplementations of {N}ewton's {M}ethod for {U}nconstrained {O}ptimal {C}ontrol {P}roblems},
+ Author = {J.C. Dunn and D.P. Bertsekas},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1989},
+ Pages = {23--38},
+ Volume = {63},
+
+ Keywords = {optimal control indirect methods},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Dvoretzky1956,
+ Title = {On stochastic approximation},
+ Author = {Dvoretzky, Aryeh},
+ Booktitle = {Berkeley Symp. Math. Stat. Prob.},
+ Year = {1956},
+ Pages = {39--55},
+ Volume = {1},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.08}
+}
+
+@Article{Eaton1992,
+ Title = {{M}odel predictive control of chemical processes},
+ Author = {Eaton, J. W. and Rawlings, J. B.},
+ Journal = {Chem. Eng. Sci.},
+ Year = {1992},
+ Number = {4},
+ Pages = {705--720},
+ Volume = {47},
+
+ Keywords = {NMPC chemistry optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Eckstein1994,
+ Title = {Parallel alternating direction multiplier decomposition of convex programs},
+ Author = {J. Eckstein},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1994},
+ Number = {1},
+ Pages = {39--62},
+ Volume = {80},
+
+ File = {:Papers/Eckstein1994.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.05.10}
+}
+
+@Article{Eckstein1993,
+ Title = {Nonlinear proximal point algorithms using {B}regman functions, with applications to convex programming},
+ Author = {Eckstein, Jonathan},
+ Journal = {Math. Oper. Res.},
+ Year = {1993},
+ Number = {1},
+ Pages = {202--226},
+ Volume = {18},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.29}
+}
+
+@PhdThesis{Eckstein1989,
+ Title = {Splitting methods for monotone operators with applications to parallel optimization},
+ Author = {Eckstein, Jonathan},
+ School = {Massachusetts Institute of Technology},
+ Year = {1989},
+ Month = sep,
+
+ Owner = {yhli},
+ Timestamp = {2014.11.17}
+}
+
+@Article{Eckstein1992a,
+ Title = {On the {D}ouglas - {R}achford splitting method and the proximal point algorithm for maximal monotone operators},
+ Author = {J. Eckstein and D. Bertsekas},
+ Journal = {Math. Program.},
+ Year = {1992},
+ Pages = {293--318},
+ Volume = {55},
+
+ File = {:Papers/Eckstein1992.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Eckstein1992,
+ Title = {On the {D}ouglas-{R}achford splitting method and the proximal point algorithm for maximal monotone operators},
+ Author = {Eckstein, Jonathan and Bertsekas, Dimitri P.},
+ Journal = {Math. Program.},
+ Year = {1992},
+ Pages = {293--318},
+ Volume = {55},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.06}
+}
+
+@Article{Edelman2005,
+ Title = {Random matrix theory},
+ Author = {Edelman, Alan and Rao, N. Raj},
+ Journal = {Acta Numer.},
+ Year = {2005},
+
+ Month = may,
+ Pages = {1--65},
+ Volume = {14},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Book{Edgar2001,
+ Title = {Optimization of Chemical Processes},
+ Author = {Edgar, T.F. and Himmelblau, D.M. and Lasdon, L.S.},
+ Publisher = {McGraw-Hill},
+ Year = {2001},
+
+ Address = {New York},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Efron2010,
+ Title = {Large-Scale Inference},
+ Author = {Efron, Bradley},
+ Publisher = {Cambridge Univ. Press},
+ Year = {2010},
+
+ Address = {Cambridge, UK},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.11}
+}
+
+@Article{Efron2004b,
+ Title = {The estimation of prediction error: Covariance penalities and cross-validation},
+ Author = {Efron, Bradley},
+ Journal = {J. Amer. Math. Soc.},
+ Year = {2004},
+
+ Month = sep,
+ Number = {467},
+ Pages = {619--632},
+ Volume = {99},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.07}
+}
+
+@Article{Efron1986,
+ Title = {How biased is the apparent error rate of a prediction rule?},
+ Author = {Efron, Bradley},
+ Journal = {J. Amer. Math. Soc.},
+ Year = {1986},
+ Number = {394},
+ Pages = {461--632},
+ Volume = {81},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.07}
+}
+
+@Article{Efron2004,
+ Title = {Least angle regression},
+ Author = {Efron, Bradley and Hastie, Trevor and Johnstone, Iain and Tibshirani, Robert},
+ Journal = {Ann. Stats.},
+ Year = {2004},
+ Number = {2},
+ Pages = {407--499},
+ Volume = {32},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.15}
+}
+
+@Article{Efron1973,
+ Title = {{S}tein's estimation rule and its competitors---An empirical {B}ayes approach},
+ Author = {Efron, Bradley and Morris, Carl},
+ Journal = {J. Amer. Math. Assoc.},
+ Year = {1973},
+
+ Month = mar,
+ Number = {341},
+ Pages = {117--130},
+ Volume = {68},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.11}
+}
+
+@Book{Efron1998,
+ Title = {An Introduction to the Bootstrap},
+ Author = {Efron, Bradley and Tibshirani, Robert J.},
+ Publisher = {Chapman \& Hall/CRC},
+ Year = {1998},
+
+ Address = {Boca Raton},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.11}
+}
+
+@Article{Egartner1999,
+ Title = {{W}orking range optimization for turbine and compressor blading},
+ Author = {W. Egartner},
+ Journal = {J. Comp. App. Math.},
+ Year = {1999},
+ Number = {1-2},
+ Pages = {59--65},
+ Volume = {120},
+
+ Keywords = {mechanics optimization parameter estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Misc{Ehrig2000,
+ Title = {{LIMEX}},
+
+ Author = {Ehrig, R. and Nowak, U.},
+ HowPublished = {http://elib.zib.de/pub/elib/codelib/limex/},
+ Year = {2000},
+
+ Keywords = {ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Volume = {4.2A}
+}
+
+@MastersThesis{Eich1987,
+ Title = {{N}umerische {B}ehandlung semi-expliziter differentiell-algebraischer {G}leichungssysteme vom {I}ndex {I} mit {BDF} {V}erfahren},
+ Author = {Eich, E.},
+ School = {Universit\"at Bonn},
+ Year = {1987},
+
+ Address = {Bonn},
+
+ Keywords = {DAE mechanics optimization optimal control agbock},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Ekvall2004,
+ Title = {Interactive Grasp Learning Based on Human Demonstration},
+ Author = {Ekvall, S. and Kragic, D.},
+ Booktitle = {IEEE Int. Conf. Robotics and Automation},
+ Year = {2004},
+ Organization = {Citeseer},
+ Pages = {3519--3524},
+ Volume = {4},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@InProceedings{ElHalabi2013,
+ Title = {To convexify or not? Regression with clustering penalties on graphs},
+ Author = {El Halabi, M. and Baldassarre, L. and Cevher, V.},
+ Booktitle = {Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2013 IEEE 5th International Workshop on},
+ Year = {2013},
+ Organization = {IEEE},
+ Pages = {21--24},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{ElHalabi2014,
+ Title = {A totally unimodular view of structured sparsity},
+ Author = {El Halabi, Marwa and Cevher, Volkan},
+ Journal = {preprint},
+ Year = {2014},
+ Note = {arXiv:1411.1990v1 [cs.LG]},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.11}
+}
+
+@Article{Elad2002,
+ Title = {A generalized uncertainty principle and sparse representation in pairs of bases},
+ Author = {Elad, Michael and Bruckstein, Alfred M.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2002},
+
+ Month = sep,
+ Number = {9},
+ Pages = {2558--2567},
+ Volume = {48},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.21}
+}
+
+@Article{Elad2007,
+ Title = {Analysis versus synthesis in signal priors},
+ Author = {Elad, Michael and Milanfar, Peyman and Rubinstein, Ron},
+ Journal = {Inverse problems},
+ Year = {2007},
+ Number = {3},
+ Pages = {947},
+ Volume = {23},
+
+ File = {elad2007analysis.pdf:elad2007analysis.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IOP Publishing},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Elad2005,
+ Title = {Simultaneous cartoon and texture image inpainting using morphological component analysis ({MCA})},
+ Author = {Elad, M. and Starck, J.-L. and Querre, P. and Donoho, D. L.},
+ Journal = {App. Comp. Harmon. Anal.},
+ Year = {2005},
+ Pages = {340--358},
+ Volume = {19},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.22}
+}
+
+@Article{Eldar2010,
+ Title = {Block-sparse signals: Uncertainty relations and efficient recovery},
+ Author = {Eldar, Y.C. and Kuppinger, P. and Bolcskei, H.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2010},
+ Number = {6},
+ Pages = {3042--3054},
+ Volume = {58},
+
+ File = {eldar2010block.pdf:COMPRESSIVE SENSING/eldar2010block.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Eldar2009a,
+ Title = {Robust recovery of signals from a structured union of subspaces},
+ Author = {Eldar, Y.C. and Mishali, M.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2009},
+ Number = {11},
+ Pages = {5302--5316},
+ Volume = {55},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Eldar2009,
+ Title = {Generalized {SURE} for exponential families: Applications to regularization},
+ Author = {Eldar, Yonina C.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2009},
+
+ Month = feb,
+ Number = {2},
+ Pages = {471--481},
+ Volume = {57},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.07}
+}
+
+@Article{Eldar2011,
+ Title = {Acceleration of randomized Kaczmarz method via the Johnson--Lindenstrauss Lemma},
+ Author = {Eldar, Yonina C and Needell, Deanna},
+ Journal = {Numerical Algorithms},
+ Year = {2011},
+ Number = {2},
+ Pages = {163--177},
+ Volume = {58},
+
+ File = {eldar2011acceleration.pdf:eldar2011acceleration.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Elhamifar2011,
+ Title = {Robust classification using structured sparse representation},
+ Author = {Elhamifar, Ehsan and Vidal, Ren{\'e}},
+ Booktitle = {Comp. Vis. Pattern Recog. (CVPR)},
+ Year = {2011},
+ Organization = {IEEE},
+ Pages = {1873--1879},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Elhamifar2009,
+ Title = {Sparse subspace clustering},
+ Author = {Elhamifar, Ehsan and Vidal, Ren{\'e}},
+ Booktitle = {Comp. Vis. Pattern Recog. (CVPR)},
+ Year = {2009},
+ Organization = {IEEE},
+ Pages = {2790--2797},
+
+ File = {elhamifar2009sparse.pdf:elhamifar2009sparse.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Elisseeff1999,
+ Title = {Margin error and generalization capabilities of multi-class discriminant systems},
+ Author = {Elisseeff, André and Paugam-Moisy, Hélène and Guermeur, Yann},
+ Institution = {NeuroCOLT},
+ Year = {1999},
+
+ File = {elisseeff99margin.pdf:Statistical Learning/Multiclass/elisseeff99margin.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.02.14}
+}
+
+@TechReport{Elkan,
+ Title = {NAIVE BAYESIAN LEARNING},
+ Author = {Elkan},
+ Institution = {Harvard University, Department of Computer Science},
+
+ File = {naive-bayesian-learning.pdf:Statistical Learning/naive-bayesian-learning.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@InProceedings{Engel2005,
+ Title = {Reinforcement learning with Gaussian processes},
+ Author = {Yaakov Engel and Shie Mannor and Ron Meir},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2005},
+ Pages = {201--208},
+ Publisher = {ACM Press},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Engell1993,
+ Title = {{Nichtlineare} {Regelung} -- {Methoden}, {Werkzeuge}, {Anwendungen}},
+ Author = {Engell, S.},
+ Publisher = {{VDI}--{V}erlag},
+ Year = {1993},
+
+ Address = {D\"usseldorf},
+ Number = {1026},
+ Series = {Fortschritt--{B}erichte},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Engell2001,
+ Title = {{O}nline {S}cheduling of {M}ultiproduct {B}atch {P}lants under {U}ncertainty},
+ Author = {S. Engell and A. M\"arkert and G. Sand and R. Schultz and C. Schulz},
+ Booktitle = {Online Optimization of Large Scale Systems: State of the Art},
+ Publisher = {Springer},
+ Year = {2001},
+ Editor = {M. Gr\"otschel and S.O. Krumke and J. Rambau},
+ Pages = {649--678},
+
+ Keywords = {robust chemistry optimal control online},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Engl1999,
+ Title = {{N}umerical simulation and optimal control of air separation plants},
+ Author = {Engl, G. and Kr\"oner, A. and Kronseder, T. and von Stryk, O.},
+ Booktitle = {High Performance Scientific and Engineering Computing},
+ Publisher = {Springer},
+ Year = {1999},
+ Editor = {H.-J. Bungartz and F. Durst and Chr. Zenger},
+ Pages = {221--231},
+ Series = {Lecture Notes in Computational Science and Engineering},
+ Volume = {8},
+
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Engl1996,
+ Title = {Regularization of Inverse Problems},
+ Author = {Engl, Heinz W. and Hanke, Martin and Neubauer, Andreas},
+ Publisher = {Kluwer},
+ Year = {1996},
+
+ Owner = {baldazen},
+ Timestamp = {2008.09.04}
+}
+
+@Article{Enright1975,
+ Title = {{C}omparing numerical methods of stiff systems of {ODE}s},
+ Author = {Enright, W. H. and Hull, T. E. and Lindberg, B.},
+ Journal = {BIT},
+ Year = {1975},
+ Pages = {10--48},
+ Volume = {15},
+
+ Keywords = {ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Epperly1997,
+ Title = {{O}n the global and efficient solution of stochastic batch plant design problems},
+ Author = {Epperly, T. and M.G. Ierapetritou and E.N. Pistikopoulos},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1997},
+ Pages = {1411--1431},
+ Volume = {21},
+
+ Keywords = {optimization chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Erdogan1999,
+ Title = {Monotonic algorithms for transmission tomography},
+ Author = {Erdo{\v{g}}an, Hakan and Fessler, Jeffrey A.},
+ Journal = {IEEE Trans. Med. Imag.},
+ Year = {1999},
+
+ Month = sep,
+ Number = {9},
+ Pages = {801--814},
+ Volume = {18},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.19}
+}
+
+@Article{Esser2010,
+ Title = {A general framework for a class of first order primal-dual algorithms for {TV}-minimization},
+ Author = {E. Esser and X. Zhang and T. Chan},
+ Journal = {SIAM J. Imaging Sciences},
+ Year = {2010},
+ Number = {4},
+ Pages = {1015--1046},
+ Volume = {3},
+
+ Owner = {quoctd},
+ Timestamp = {2013.07.04}
+}
+
+@PhdThesis{Esser2010a,
+ Title = {Primal-dual algorithm for convex models and applications to image restoration, registration and nonlocal inpainting},
+ Author = {J. E. Esser},
+ School = {University of California, Los Angeles},
+ Year = {2010},
+
+ Address = {Los Angeles, USA},
+ Type = {PhD. thesis},
+
+ Owner = {quoctd},
+ Timestamp = {2014.01.17}
+}
+
+@Article{Evans1984,
+ Title = {Differential Games and Representation Formulas for Solutions of {H}amilton-{J}acobi-{I}saacs equations},
+ Author = {L.C.~Evans and P.E.~Souganidis},
+ Journal = {Indiana Univ. Math. Journal},
+ Year = {1984},
+ Number = {5},
+ Pages = {773--797},
+ Volume = {33},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Evgeniou2005,
+ Title = {Learning Multiple Tasks with Kernel Methods},
+ Author = {Theodoros Evgeniou and Charles A. Micchelli and Massimiliano Pontil},
+ Year = {2005},
+ Pages = {615--637},
+ Volume = {6},
+
+ Address = {Cambridge, MA, USA},
+ File = {evgeniou05multitask.pdf:Statistical Learning/Multitask/evgeniou05multitask.pdf:PDF},
+ ISSN = {1533-7928},
+ Owner = {baldazen},
+ Publisher = {MIT Press},
+ Timestamp = {2008.06.26}
+}
+
+@InProceedings{Evgeniou2004,
+ Title = {Regularized multi-task learning},
+ Author = {Evgeniou, T. and Pontil, M.},
+ Booktitle = {KDD '04: Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining},
+ Year = {2004},
+
+ Address = {New York, NY, USA},
+ Pages = {109--117},
+ Publisher = {ACM},
+
+ Doi = {http://doi.acm.org/10.1145/1014052.1014067},
+ File = {evgeniou04regularizedmtl.pdf:Statistical Learning/Multitask/evgeniou04regularizedmtl.pdf:PDF},
+ ISBN = {1-58113-888-1},
+ Location = {Seattle, WA, USA},
+ Owner = {baldazen},
+ Timestamp = {2008.07.17}
+}
+
+@Article{Evgeniou2000,
+ Title = {Regularization networks and support vector machines},
+ Author = {Evgeniou, T. and Pontil, M. and Poggio, T.},
+ Journal = {Adv. Comp. Math.},
+ Year = {2000},
+ Number = {1},
+ Pages = {1--50},
+ Volume = {13},
+
+ File = {poggio00svm.pdf:Statistical Learning/poggio00svm.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Springer},
+ Timestamp = {2009.10.21}
+}
+
+@Book{Facchinei2003,
+ Title = {Finite-dimensional variational inequalities and complementarity problems},
+ Author = {F. Facchinei and J.-S. Pang},
+ Editor = {New York},
+ Publisher = {Springer-Verlag},
+ Year = {2003},
+ Volume = {1-2},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Other{Faculty2009,
+ Title = {Spike time prediction - challenge C},
+ Author = {International Neuroinformatics Coordinating Faculty},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://incf.org/community/competitions/archive/spike-time-prediction/2009/challenge-c},
+ Year = {2009}
+}
+
+@Article{Fadili2011,
+ Title = {Total variation projection with first order schemes},
+ Author = {Fadili, J.M. and Peyr\'e, G.},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2011},
+ Number = {3},
+ Pages = {657--669},
+ Volume = {20},
+
+ File = {fadili2011total.pdf:Optimization\\fadili2011total.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Fahrmeir1985,
+ Title = {Consistency and asymptotic normality of the maximum likelihood estimator in generalized linear models},
+ Author = {Fahrmeir, Ludwig and Kaufmann, Heinz},
+ Journal = {Ann. Stats.},
+ Year = {1985},
+ Number = {1},
+ Pages = {342--368},
+ Volume = {13},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Book{Fahrmeir2013,
+ Title = {Regression},
+ Author = {Fahrmeir, Ludwig and Kneib, Thomas and Lang, Stefan and Marx, Brian},
+ Publisher = {Springer-Verl.},
+ Year = {2013},
+
+ Address = {Berlin},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.19}
+}
+
+@Article{Falcone2008,
+ Title = {Low Complexity {MPC} Schemes for Integrated Vehicle Dynamics Control Problems},
+ Author = {P. Falcone and F. Borrelli and J. Asgari and H.E. Tseng and D. Hrovat},
+ Journal = {9$^{th}$ International Symposium on Advanced Vehicle Control},
+ Year = {2008},
+
+ Address = {Kobe, Japan},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Fan2001,
+ Title = {Variable selection via nonconcave penalized likelihood and its oracle properties},
+ Author = {Fan, Jianqing and Li, Runze},
+ Journal = {J. Amer. Math. Assoc.},
+ Year = {2001},
+ Number = {456},
+ Pages = {1348--1360},
+ Volume = {96},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Fan2011,
+ Title = {Nonconcave penalized likelihood with {NP}-dimensionality},
+ Author = {Fan, Jianqing and Lv, Jinchi},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2011},
+
+ Month = aug,
+ Number = {8},
+ Pages = {5467--5484},
+ Volume = {57},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Fan2004,
+ Title = {Nonconcave penalized likelihood with a diverging number of parameters},
+ Author = {Fan, Jianqing and Peng, Heng},
+ Journal = {Ann. Stats.},
+ Year = {2004},
+ Number = {3},
+ Pages = {928--961},
+ Volume = {32},
+
+ Owner = {yhli},
+ Timestamp = {2014.09.08}
+}
+
+@Article{Fan1953,
+ Title = {Minimax theorems},
+ Author = {Fan, Ky},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {1953},
+ Number = {1},
+ Pages = {42},
+ Volume = {39},
+
+ Owner = {jmscarlett},
+ Publisher = {National Academy of Sciences},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Fang1997,
+ Title = {Entropy Optimization and Math. Prog.},
+ Author = {S.-C. Fang and J. R. Rajasekera and H. S. J. Tsao},
+ Publisher = {Springer-Verlag},
+ Year = {1997},
+
+ Owner = {quoctd},
+ Timestamp = {2014.10.02}
+}
+
+@InProceedings{Fardad2010,
+ Title = {On the dual decomposition of linear quadratic optimal control problems for vehicular formations},
+ Author = {Fardad, M. and Fu Lin and Jovanovic, M.R.},
+ Booktitle = {IEEE Conf. Decision and Control},
+ Year = {2010},
+ Month = {dec.},
+ Pages = {6287 -6292},
+
+ Doi = {10.1109/CDC.2010.5717487},
+ ISSN = {0743-1546},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Fares2002,
+ Title = {{R}obust {C}ontrol via {S}equential {S}emidefinite {P}rogramming},
+ Author = {B. Fares and D. Noll and P. Apkarian},
+ Journal = {{SIAM} J. Control and Optimization},
+ Year = {2002},
+ Number = { 6},
+ Pages = {1791--1820},
+ Volume = {40},
+
+ Keywords = {robust semidefinite optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Farhat1990,
+ Title = {{O}ptimization of multiple-fraction batch distillation by nonlinear programming},
+ Author = {S. Farhat and M. Czernicki and L. Pibouleau and S. Domenech},
+ Journal = {{AIChE} Journal},
+ Year = {1990},
+ Pages = {1349--1360},
+ Volume = {36},
+
+ Keywords = {chemistry optimization optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Fawzi2012,
+ Title = {New lower bounds on nonnegative rank using conic programming},
+ Author = {H. Fawzi and P.A. Parrilo},
+ Institution = {Laboratory for Information and Decision Systems, Department of Electrical Engineering and Computer Science,
+Massachusetts Institute of Technology, Cambridge, USA},
+ Year = {2012},
+ Type = {Tech. Report},
+
+ File = {:Papers/Fawzi2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26},
+ Url = {http://arxiv.org/abs/1210.6970}
+}
+
+@PhdThesis{Fazel2002,
+ Title = {Matrix Rank Minimization with Applications},
+ Author = {Fazel, M.},
+ School = {Stanford University},
+ Year = {2002},
+
+ File = {fazel2002matrix.pdf:fazel2002matrix.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2012.09.20}
+}
+
+@InProceedings{Fazel2001,
+ Title = {A rank minimization heuristic with application to minimum order system approximation},
+ Author = {Fazel, Maryam and Hindi, Haitham and Boyd, Stephen P},
+ Booktitle = {Amer. Control Conf. (ACC)},
+ Year = {2001},
+ Organization = {IEEE},
+ Pages = {4734--4739},
+ Volume = {6},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Feige1998,
+ Title = {A threshold of ln n for approximating set cover},
+ Author = {Feige, Uriel},
+ Journal = {J. Amer. Chem. Soc.},
+ Year = {1998},
+ Number = {4},
+ Pages = {634--652},
+ Volume = {45},
+
+ Owner = {jmscarlett},
+ Publisher = {ACM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Feinstein1954,
+ Title = {A new basic theorem of information theory},
+ Author = {Feinstein, A.},
+ Journal = {IRE Prof. Group. on Inf. Theory},
+ Year = {1954},
+
+ Month = {Sept.},
+ Number = {4},
+ Pages = {2-22},
+ Volume = {4},
+
+ Owner = {jmscarlett}
+}
+
+@TechReport{Feller1997,
+ Title = {{N}onlinear {M}odel {P}redictive {C}ontrol of the {T}ennessee {E}astman {C}hallenge {P}rocess},
+ Author = {R. Feller},
+ Institution = {Lehrstuhl f\"ur Prozesstechnik, RWTH Aachen},
+ Year = {1997},
+ Number = {LPT-thes-1997-23},
+ Type = {External senior project},
+
+ Keywords = {NMPC optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Feller1968,
+ Title = {{A}n {I}ntroduction to probability theory and its applications},
+ Author = {Feller, W.},
+ Publisher = {Wiley},
+ Year = {1968},
+
+ Address = {Chichester},
+ Edition = {3},
+ Volume = {2},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ferrari2006,
+ Title = {Simultaneous Object Recognition and Segmentation from Single or Multiple Model Views},
+ Author = {Ferrari, V. and Tuytelaars, T. and Van Gool, L},
+ Journal = {Int. J. Comp. Vision},
+ Year = {2006},
+ Number = {2},
+ Pages = {159--188},
+ Volume = {67},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Ferris1998,
+ Title = {Interfaces to PATH 3.0: Design, Implementation and Usage},
+ Author = {M. C. Ferris and T. S. Munson},
+ Year = {1998},
+
+ File = {ferris98interfaces.pdf:Statistical Learning/ferris98interfaces.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@InCollection{Fessler2000,
+ Title = {Statistical image reconstruction methods for transmission tomography},
+ Author = {Fessler, Jeffrey A.},
+ Booktitle = {Handbook of Medical Imaging, Volume 2. Medical Image Processing and Analysis},
+ Publisher = {SPIE Press},
+ Year = {2000},
+
+ Address = {Bellingham},
+ Chapter = {1},
+ Editor = {Sonka, Milan and Fitzpatrick, J. Michael},
+ Pages = {1--70},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.19}
+}
+
+@Book{Feynman1963,
+ Title = {{T}he {F}eynman {L}ectures on {P}hysics, vol. {I}},
+ Author = {R.P. Feynman and R.B. Leighton and M. Sands},
+ Publisher = {Addison--Wesley},
+ Year = {1963},
+
+ Address = {Reading, MA},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Fiacco1987,
+ Title = {{N}onlinear {P}rogramming: {S}equential {U}nconstrained {M}inimization {T}echniques},
+ Author = {A.V. Fiacco and G.P. McCormick},
+ Publisher = {Society for Industrial Mathematics},
+ Year = {1987},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.12}
+}
+
+@Article{Fiacco1990,
+ Title = {{N}onlinear {P}rogramming: {S}equential {U}nconstrained {M}inimization {T}echniques},
+ Author = {Fiacco, A.V. and McCormick, G. P.},
+ Journal = {{SIAM} publications},
+ Year = {1990},
+
+ Keywords = {optimization SQP, OPTEC-library},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Fienup1982,
+ Title = {Phase retrieval algorithms: a comparison},
+ Author = {Fienup, J.},
+ Journal = {App. optics},
+ Year = {1982},
+ Number = {15},
+ Pages = {2758--2769},
+ Volume = {21},
+
+ Owner = {jmscarlett},
+ Publisher = {Optical Society of America},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Figueiredo2007,
+ Title = {Gradient Projection for Sparse Reconstruction: Application to Compressed Sensing and Other Inverse Problems},
+ Author = {Figueiredo, M.A.T. and Nowak, R.D. and Wright, S.J.},
+ Journal = {IEEE J. Sel. Topics Sig. Proc.},
+ Year = {2007},
+
+ Month = {dec. },
+ Number = {4},
+ Pages = {586 -597},
+ Volume = {1},
+
+ Doi = {10.1109/JSTSP.2007.910281},
+ ISSN = {1932-4553},
+ Keywords = {Barzilai-Borwein method;bound-constrained quadratic programming;compressed sensing;convex optimization;gradient projection;inverse problems;least absolute shrinkage selection operator;line search parameters;quadratic error;regularization;signal processing;sparse reconstruction;sparseness-inducing regularization;statistical inference;wavelet-based deconvolution;deconvolution;inverse problems;optimisation;signal reconstruction;statistical analysis;},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Filippov1964,
+ Title = {{D}ifferential {E}quations with discontinuous right hand side},
+ Author = {Filippov, A.F.},
+ Journal = {AMS Transl.},
+ Year = {1964},
+ Pages = {199--231},
+ Volume = {42},
+
+ Keywords = {ODE DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@MastersThesis{Findeisen1997,
+ Title = {{M}oving horizon estimation of discrete time systems},
+ Author = {P.K. Findeisen},
+ School = {University of Wisconsin-Madison},
+ Year = {1997},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Findeisen2000,
+ Title = {{N}onlinear model predictive control for index--one {DAE} systems},
+ Author = {Findeisen, R. and Allg\"ower, F. },
+ Booktitle = {Nonlinear Predictive Control},
+ Year = {2000},
+
+ Address = {Basel Boston Berlin},
+ Editor = {Allg\"ower, F. and Zheng, A.},
+ Pages = {145--162},
+ Publisher = {Birkh\"auser},
+
+ Key = {ISBN 3-7643-6297-9},
+ Keywords = {NMPC optimal control DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Unpublished{Findeisen2003,
+ Title = {{C}omputational {D}elay in {N}onlinear {M}odel {P}redictive {C}ontrol},
+ Author = {R. Findeisen and F. Allg\"ower},
+ Note = {Proc. Int. Symp. Adv. Control of Chemical Processes, ADCHEM},
+ Year = {2003},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Unpublished{Findeisen2000a,
+ Title = {{E}fficient {N}onlinear {M}odel {P}redictive {C}ontrol},
+ Author = {Findeisen, R. and Allg\"ower, F. and Diehl, M. and Bock, H.G. and Schl\"oder, J.P. and Nagy, Z.},
+ Year = {2000},
+
+ Booktitle = {6th International Conference on Chemical Process Control -- {CPC VI}},
+ Citeseerurl = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.16.5440},
+ File = {Findeisen2000a.PDF:Findeisen2000a.PDF:PDF},
+ Keywords = {agbockNMPC optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.16.5440}
+}
+
+@InProceedings{Findeisen2002,
+ Title = {{E}fficient output feedback nonlinear model predictive control},
+ Author = {R. Findeisen and M. Diehl and T. B\"urner and F. Allg\"ower and H.G. Bock and J.P. Schl\"oder},
+ Booktitle = {Proc. Amer. Contr. Conf.},
+ Year = {2002},
+
+ Address = { Anchorage},
+ Pages = {4752--4757},
+
+ Doi = {10.1109/ACC.2002.1025410},
+ File = {Findeisen2002.pdf:Findeisen2002.pdf:PDF},
+ Keywords = {agbockNMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1025410}
+}
+
+@InProceedings{Findeisen2002a,
+ Title = {{C}omputation and {P}erformance {A}ssesment of {N}onlinear {M}odel {P}redictive {C}ontrol},
+ Author = {Findeisen, R. and Diehl, M. and Uslu, I. and Schwarzkopf, S. and Allg\"ower, F. and Bock, H.G. and Schl\"oder, J.P. and E.D. Gilles},
+ Booktitle = cdc42,
+ Year = {2002},
+
+ Address = {Las Vegas, USA},
+ Pages = {4613--4618},
+
+ Doi = {10.1109/CDC.2002.1185105},
+ File = {Findeisen2002a.pdf:Findeisen2002a.pdf:PDF},
+ Keywords = {agbockNMPC optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1185105}
+}
+
+@InProceedings{Findeisen2003b,
+ Title = {{T}owards a {S}ampled-{D}ata {T}heory for {N}onlinear {M}odel {P}redictive {C}ontrol},
+ Author = {Findeisen, R. and Imsland, L. and Allg\"ower, F. and Foss, B.A.},
+ Booktitle = {New Trends in Nonlinear Dynamics and Control},
+ Year = {2003},
+
+ Address = {New York},
+ Editor = {Kang, W. and Borges, C. and Xiao, M.},
+ Pages = {295--313},
+ Publisher = {Springer-Verlag},
+ Series = {Lecture Notes in Control and Information Sciences},
+ Volume = {295},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Pubtype = {journalsbooks},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Findeisen2003a,
+ Title = {{S}tate and {O}utput {F}eedback {N}onlinear {M}odel {P}redictive {C}ontrol: {A}n {O}verview},
+ Author = {Findeisen, R. and Imsland, L. and Allg\"ower, F. and Foss, B.A.},
+ Journal = {European J. Control},
+ Year = {2003},
+ Number = {2-3},
+ Pages = {190--207},
+ Volume = {9},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Misc{Findeisen2002b,
+ Title = {{O}n the {R}obustness of {C}ontinuous {T}ime {M}odel {P}redictive {C}ontrol},
+
+ Author = {Findeisen, R. and Imsland, L. and Allg\"ower, F. and Foss, B.A.},
+ HowPublished = {Workshop on Nonlinear Predictive Control, Oxford, UK},
+ Month = {May 9th},
+ Year = {2002},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Pubtype = {talk},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Fischer2000,
+ Title = {{L}ineare {A}lgebra},
+ Author = {G. Fischer},
+ Publisher = {Vieweg},
+ Year = {2000},
+
+ Address = {Wiesbaden},
+ Edition = {12},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Fischer1990,
+ Title = {{M}athematik f\"ur {P}hysiker. {B}and 1: {G}rundkurs.},
+ Author = {H. Fischer and H. Kaul},
+ Publisher = {Teubner},
+ Year = {1990},
+
+ Address = {Stuttgart},
+ Edition = {2},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Fisher1922a,
+ Title = {On the interpretation of $\chi$ 2 from contingency tables, and the calculation of P},
+ Author = {Fisher, R.A.},
+ Journal = {J. Royal Stat. Soc.},
+ Year = {1922},
+ Number = {1},
+ Pages = {87--94},
+ Volume = {85},
+
+ Owner = {jmscarlett},
+ Publisher = {JSTOR},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Fisher1922,
+ Title = {On the mathematical foundations of theoretical statistics},
+ Author = {Fisher, R. A.},
+ Journal = {Phil. Trans. R. Soc. Lond. A},
+ Year = {1922},
+ Pages = {309--368},
+ Volume = {222},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.28}
+}
+
+@Article{Flammia2012,
+ Title = {Quantum tomography via compressed sensing: Error bounds, sample complexity and efficient estimators},
+ Author = {Flammia, Steven T. and Gross, David and Liu, Yi-Kai and Eisert, Jens},
+ Journal = {New J. Phys.},
+ Year = {2012},
+ Volume = {14},
+
+ Owner = {yhli},
+ Timestamp = {2014.05.13}
+}
+
+@Article{Fletcher2009,
+ Title = {Necessary and Sufficient Conditions for Sparsity Pattern Recovery},
+ Author = {Fletcher, A.K. and Rangan, S. and Goyal, V.K.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2009},
+
+ Month = {Dec.},
+ Number = {12},
+ Pages = {5758-5772},
+ Volume = {55},
+
+ Doi = {10.1109/TIT.2009.2032726},
+ ISSN = {0018-9448},
+ Keywords = {Gaussian processes;matrix algebra;maximum likelihood estimation;signal detection;Gaussian measurement matrices;Lasso;asymptotically reliable detection;k-sparse vector;maximum correlation;maximum-likelihood estimation;orthogonal matching pursuit;random noisy measurement;signal detection;signal-to-noise ratio;sparsity pattern recovery;thresholding algorithm;Additive noise;Matching pursuit algorithms;Maximum likelihood detection;Maximum likelihood estimation;Noise level;Noise measurement;Signal processing;Sparse matrices;Sufficient conditions;Vectors;Compressed sensing;Lasso;convex optimization;maximum-likelihood (ML) estimation;orthogonal matching pursuit (OMP);random matrices;random projections;sparse approximation;subset selection;thresholding},
+ Owner = {jmscarlett}
+}
+
+@TechReport{Fletcher2005a,
+ Title = {A new low rank quasi-{N}ewton update scheme for nonlinear programming},
+ Author = {R. Fletcher},
+ Year = {2005},
+ Number = {NA/223},
+ Type = {Tech. Report. / Numerical Analysis},
+
+ File = {:Papers/Fletcher2005.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@InCollection{Fletcher2005b,
+ Title = {On the Barzilai-Borwein method},
+ Author = {Fletcher, Roger},
+ Booktitle = {Optimization and control with applications},
+ Publisher = {Springer},
+ Year = {2005},
+ Pages = {235--256},
+
+ File = {fletcher2005barzilai.pdf:fletcher2005barzilai.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Fletcher2001,
+ Title = {On the {B}arzilai-{B}orwein method},
+ Author = {R. Fletcher},
+ Year = {2001},
+ Number = {NA/207},
+ Type = {Numerical Analysis Report},
+
+ File = {:Papers/Fletcher2001.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Fletcher1971,
+ Title = {{A} general quadratic programming algorithm},
+ Author = {R. Fletcher},
+ Journal = {J. Inst. Math. Apps.},
+ Year = {1971},
+ Pages = {76--91},
+ Volume = {7},
+
+ Keywords = {optimization SQP},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Fleury1991,
+ Title = {Sequential convex programming for structural optimization problems},
+ Author = {C. Fleury},
+ Booktitle = {Optimization of large structural systems; Proceedings of the NATO/DFG Advanced Study Institute},
+ Year = {1991},
+
+ Address = {Berchtesgaden, Germany},
+ Month = {Oct. 4},
+ Pages = {531--533},
+ Volume = {1},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Floreano2007,
+ Title = {Evolutionary Conditions for the Emergence of Communication in Robots},
+ Author = {Dario Floreano and Sara Mitri and Stephane Magnenat and Laurent Keller},
+ Journal = {Current Biology},
+ Year = {2007},
+ Pages = {1-6},
+ Volume = {17},
+
+ File = {Floreano07Evolutionary.pdf:Emergence/Floreano07Evolutionary.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.27}
+}
+
+@Book{Floudas1995,
+ Title = {{N}onlinear and {M}ixed-{I}nteger {O}ptimization - {F}undamentals and {A}pplications},
+ Author = {Floudas, C.A.},
+ Publisher = {University Press},
+ Year = {1995},
+
+ Address = {Oxford},
+ Series = {Topics in Chemical Engineering},
+
+ Keywords = {MINLP global optimization, OPTEC-library},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@Article{Folland1997,
+ Title = {The uncertainty principle: A mathematical survey},
+ Author = {Folland, Gerald B. and Sitaram, Alladi},
+ Journal = {J. Fourier Anal. App.},
+ Year = {1997},
+ Number = {3},
+ Pages = {207--238},
+ Volume = {3},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.21}
+}
+
+@Article{Fontes2000,
+ Title = {{A} general framework to design stabilizing nonlinear model predictive controllers},
+ Author = {Fontes, F.A.},
+ Journal = {Sys. Control Lett.},
+ Year = {2000},
+ Number = {2},
+ Pages = {127--143},
+ Volume = {42},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Fontes2003,
+ Title = {{M}in-{M}ax {M}odel {P}redictive {C}ontrol {O}f {N}onlinear {S}ystems {U}sing {D}iscontinuous {F}eedbacks},
+ Author = {F.A. Fontes and L. Magni},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2003},
+ Pages = {1750--1755},
+ Volume = {48},
+
+ Keywords = {optimal control NMPC hybrid},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Forster1996,
+ Title = {{A}nalysis {II}},
+ Author = {Forster},
+ Publisher = {Vieweg},
+ Year = {1996},
+
+ Address = {Wiesbaden},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Fortin1983,
+ Title = {Chapter {III} On Decomposition-Coordination Methods Using an Augmented Lagrangian},
+ Author = {M. Fortin and R. Glowinski},
+ Booktitle = {Augmented Lagrangian Methods: Applications to the Numerical Solution of Boundary-Value Problems},
+ Publisher = {Elsevier},
+ Year = {1983},
+ Editor = {Michel Fortin and Roland Glowinski},
+ Pages = {97-146},
+ Series = {Studies in Mathematics and Its Applications},
+ Volume = {15},
+
+ Doi = {DOI: 10.1016/S0168-2024(08)70028-6},
+ ISSN = {0168-2024},
+ Keywords = {distributed optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/B8GY5-4SF9SB4-6/2/63c22e6aa9122d0e05176adc9855a84b}
+}
+
+@Article{Foucart2011,
+ Title = {Hard thresholding pursuit: an algorithm for compressive sensing},
+ Author = {Foucart, S.},
+ Journal = {SIAM J. Num. Anal.},
+ Year = {2011},
+ Number = {6},
+ Pages = {2543--2563},
+ Volume = {49},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Foucart2013,
+ Title = {A Mathematical Introduction to Compressive Sensing},
+ Author = {Simon Foucart and Holger Rauhut},
+ Publisher = {Springer New York},
+ Year = {2013},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.28}
+}
+
+@Article{Foygel2014,
+ Title = {Corrupted sensing: Novel guarantees for separating structured signals},
+ Author = {Foygel, Rina and Mackey, Lester},
+ Year = {2014},
+ Note = {arXiv:1305.2524v2 [cs.IT]},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.04}
+}
+
+@Article{Frederic2012,
+ Title = {Design and operations of gas transmission networks},
+ Author = {B. Fr\'{e}d\'{e}ric and Y. Nesterov and J.-Ph. Vial},
+ Journal = {Oper. Res.},
+ Year = {2012},
+ Number = {1},
+ Pages = {34--47},
+ Volume = {60},
+
+ File = {:Papers/Frederic2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@TechReport{Fraikin2005,
+ Title = {Correlation between two projected matrices
+under isometry constraints},
+ Author = {C. Fraikin and Y. Nesterov and P. Van Dooren},
+ Institution = {UCL},
+ Year = {2005},
+ Number = {2005/80},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov2005.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Franceschini2008,
+ Title = {Model-based design of experiments for parameter precision: State of the art},
+ Author = {Franceschini, G. and Macchietto, S.},
+ Journal = {Chem. Eng. Sci.},
+ Year = {2008},
+ Number = {19},
+ Pages = {4846--4872},
+ Volume = {63},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Franke2002,
+ Title = {{O}ptimal {C}ontrol of the {D}riving of {T}rains},
+ Author = {R. Franke and M. Meyer and P. Terwiesch},
+ Journal = {Automatisierungstechnik},
+ Year = {2002},
+ Number = {12},
+ Pages = {606--614},
+ Volume = {50},
+
+ Keywords = {optimal control MIOC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Freddebeul1998,
+ Title = {{A}-{BDF}: {A} {G}eneralization of the backward differentiation formula},
+ Author = {Freddebeul, C.},
+ Journal = {{SIAM} J. Numer. Anal.},
+ Year = {1998},
+ Number = {5},
+ Pages = {1917--1938},
+ Volume = {35},
+
+ Keywords = {DAE ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Freund2003,
+ Title = {{A} sensitivity analysis and a convergence result for a sequential semidefinite programming method},
+ Author = {R.W. Freund and F. Jarre},
+ Institution = {Bell Laboratories},
+ Year = {2003},
+
+ Address = {Murray Hill},
+
+ Keywords = {optimization semidefinite},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Freund2007,
+ Title = {Nonlinear semidefinite programming: sensitivity, convergence, and an application in passive reduced-order modeling},
+ Author = {R.W. Freund and F. Jarre and C.H. Vogelbusch},
+ Journal = {Math. Program., Ser. B.},
+ Year = {2007},
+ Pages = {581--611},
+ Volume = {109},
+
+ File = {:Papers/Freund2007.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.07}
+}
+
+@Article{Frey2007,
+ Title = {Clustering by passing messages between data points.},
+ Author = {Brendan J Frey and Delbert Dueck},
+ Journal = {Science},
+ Year = {2007},
+
+ Month = {Feb},
+ Number = {5814},
+ Pages = {972--976},
+ Volume = {315},
+
+ Abstract = {Clustering data by identifying a subset of representative examples is important for processing sensory signals and detecting patterns in data. Such "exemplars" can be found by randomly choosing an initial subset of data points and then iteratively refining it, but this works well only if that initial choice is close to a good solution. We devised a method called "affinity propagation," which takes as input measures of similarity between pairs of data points. Real-valued messages are exchanged between data points until a high-quality set of exemplars and corresponding clusters gradually emerges. We used affinity propagation to cluster images of faces, detect genes in microarray data, identify representative sentences in this manuscript, and identify cities that are efficiently accessed by airline travel. Affinity propagation found clusters with much lower error than other methods, and it did so in less than one-hundredth the amount of time.},
+ Doi = {10.1126/science.1136800},
+ File = {Frey07Clustering.pdf:Statistical Learning/Frey07Clustering.pdf:PDF},
+ Owner = {luca},
+ Pii = {1136800},
+ Pmid = {17218491},
+ Timestamp = {2007.02.21},
+ Url = {http://dx.doi.org/10.1126/science.1136800}
+}
+
+@Article{Friedlander1995,
+ Title = {A new method for large-scale box constrained convex quadratic minimization problems},
+ Author = {Friedlander, A. and Mart{\i}nez, JM and Raydan, M.},
+ Journal = {Opt. Methods and Softw.},
+ Year = {1995},
+ Pages = {57--74},
+ Volume = {5},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Unpublished{Friedlander2014,
+ Title = {Tail bounds for stochastic approximation},
+ Author = {Friedlander, Michael P. and Goh, Gabriel},
+ Note = {arXiv:1304.5586v2 [math.OC]},
+
+ Month = jan,
+ Year = {2014},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.01}
+}
+
+@Article{Friedman2010,
+ Title = {A note on the group lasso and a sparse group lasso},
+ Author = {Friedman, J. and Hastie, T. and Tibshirani, R.},
+ Journal = {arXiv preprint arXiv:1001.0736},
+ Year = {2010},
+
+ File = {friedman2010note.pdf:Statistical Learning/SPARSITY/friedman2010note.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Friedman2008,
+ Title = {Sparse inverse covariance estimation with the graphical lasso},
+ Author = {Friedman, J. and Hastie, T. and Tibshirani, R.},
+ Journal = {Biostatistics},
+ Year = {2008},
+ Number = {3},
+ Pages = {432--441},
+ Volume = {9},
+
+ Owner = {quoctd},
+ Publisher = {Biometrika Trust},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Frome1983,
+ Title = {The analysis of rates using {P}oisson regression models},
+ Author = {Frome, E. L.},
+ Journal = {Biom.},
+ Year = {1983},
+ Pages = {665--674},
+ Volume = {39},
+
+ Owner = {yhli},
+ Timestamp = {2014.09.01}
+}
+
+@Book{Fujishige2005,
+ Title = {Submodular functions and optimization},
+ Author = {Fujishige, S.},
+ Publisher = {Elsevier Science},
+ Year = {2005},
+ Volume = {58},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Fujishige2011,
+ Title = {A submodular function minimization algorithm based on the minimum-norm base},
+ Author = {Fujishige, S. and Isotani, S.},
+ Journal = {Pac. J. Opt.},
+ Year = {2011},
+ Number = {1},
+ Pages = {3--17},
+ Volume = {7},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Fujishige2001,
+ Title = {Realization of set functions as cut functions of graphs and hypergraphs},
+ Author = {Fujishige, S. and Patkar, S.},
+ Journal = {Discrete Math.},
+ Year = {2001},
+ Number = {1},
+ Pages = {199--210},
+ Volume = {226},
+
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Misc{Fukud2003,
+ Title = {cdd and cddplus {H}omepage},
+
+ Author = {K. Fukuda},
+ HowPublished = {http://www.cs.mcgill.ca/\ {}fukuda/soft/cdd\_home/cdd.html},
+ Month = {July},
+ Year = {2003},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Misc{Fukud2000,
+ Title = {{F}requently {A}sked {Q}uestions in {P}olyhedral {C}omputation},
+
+ Author = {K. Fukuda},
+ HowPublished = {http://www.ifor.math.ethz.ch/\ { }fukuda/polyfaq/polyfaq.html},
+ Month = {October},
+ Year = {2000},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Fukuda2002,
+ Title = {Lagrangian dual interior-point methods for semidefinite programs},
+ Author = {M. Fukuda and M. Kojima and M. Shida},
+ Journal = {SIAM J. Opt.zation},
+ Year = {2002},
+ Pages = {1007--1031},
+ Volume = {12},
+
+ File = {:Papers/Fukuda2002.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Fukushima1992,
+ Title = {Application of the alternating direction method of multipliers to separable convex programming problems},
+ Author = {Fukushima, M.},
+ Journal = {Comp. Opt. Apps.},
+ Year = {1992},
+ Number = {1},
+ Pages = {93--111},
+ Volume = {1},
+
+ File = {:Papers/Fukushima1992.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.07.30}
+}
+
+@Article{Fukushima1992a,
+ Title = {Equivalent differentiable optimization problems and descent methods for asymmetric variational inequality problems},
+ Author = {Fukushima, M.},
+ Journal = {Math. Program.},
+ Year = {1992},
+ Pages = {99--110},
+ Volume = {53},
+
+ Owner = {quoctd},
+ Timestamp = {2014.03.28}
+}
+
+@Article{Fukushima1996,
+ Title = {A parallel descent algorithm for convex programming},
+ Author = {M. Fukushima and M. Haddou and N. Van Hien and J.J. Strodiot and T. Sugimoto and E. Yamakawa},
+ Journal = {Comp. Opt. Apps.},
+ Year = {1996},
+ Number = {1},
+ Pages = {5--37},
+ Volume = {5},
+
+ File = {:Papers/Fukushima1996.ps:PostScript},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Fukushima2003,
+ Title = {A sequential quadratically constrained quadratic programming method for differentiable convex minimization},
+ Author = {M. Fukushima and Z.Q. Lui and P. Tseng},
+ Journal = {SIAM J. Opt.},
+ Year = {2003},
+ Number = {4},
+ Pages = {1098--1119},
+ Volume = {13},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.08}
+}
+
+@Article{Fukushima1981,
+ Title = {A generalized proximal point algorithm for certain non-convex minimization problems},
+ Author = {Fukushima, M. and Mine, H.},
+ Journal = {International J. Sys. Sci.},
+ Year = {1981},
+ Number = {8},
+ Pages = {989--1000},
+ Volume = {12},
+
+ Owner = {jmscarlett},
+ Publisher = {Taylor \& Francis},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Fuller2008,
+ Title = {Bendersdecomposition for a class of variational inequalities},
+ Author = {J.D. Fuller and W. Chung},
+ Journal = {European J. Op. Res.},
+ Year = {2008},
+ Number = {1},
+ Pages = {76--91},
+ Volume = {185},
+
+ File = {:Papers/Fuller2008.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@InProceedings{Fury2006,
+ Title = {Overlapping probabilities of top ranking gene lists, hypergeometric distribution, and stringency of gene selection criterion},
+ Author = {Fury, W. and Batliwalla, F. and Gregersen, P.K. and Li, W.},
+ Booktitle = {Engineering in Medicine and Biology Society, 2006. EMBS'06. 28th Annual International Conference of the IEEE},
+ Year = {2006},
+ Organization = {IEEE},
+ Pages = {5531--5534},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@PhdThesis{FuselierJr2006,
+ Title = {Refined error estimates for matrix-valued radial basis functions},
+ Author = {Fuselier Jr, E.J.},
+ School = {Texas A\&M University},
+ Year = {2006},
+
+ File = {fuselier2006refined.pdf:Statistical Learning/Vector-valued/fuselier2006refined.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Gueler1992,
+ Title = {New proximal point algorithms for convex minimization},
+ Author = {G{\"u}ler, O.},
+ Journal = {SIAM J. Opt.},
+ Year = {1992},
+ Pages = {649},
+ Volume = {2},
+
+ File = {guler1992.pdf:Optimization\\guler1992.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Gueler1991,
+ Title = {On the convergence of the proximal point algorithm for convex minimization},
+ Author = {G\"{u}ler, Osman},
+ Journal = {SIAM J. Control Opt.},
+ Year = {1991},
+
+ Month = mar,
+ Number = {2},
+ Pages = {403--419},
+ Volume = {29},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.26}
+}
+
+@TechReport{Guenzel2012,
+ Title = {Convex Quadratic Optimization is Universal in Nonlinear Optimization},
+ Author = {H. G\"{u}nzel},
+ Institution = {Department of Mathematics – C, RWTH Aachen University, Germany},
+ Year = {2012},
+ Type = {Tech. Report},
+
+ File = {:Papers/Gunzel2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26},
+ Url = {http://arxiv.org/abs/1210.6817}
+}
+
+@Article{Gabasov1996,
+ Title = {{C}losable {F}eedback for {G}uaranteed {O}ptimization of {U}ndeterminate {S}ystems of {C}ontrol},
+ Author = {Gabasov, R. and Kirillova, F.M. and Kostina, E.A.},
+ Journal = {Doklady Mathematics},
+ Year = {1996},
+ Number = {2},
+ Pages = {305--308},
+ Volume = {53},
+
+ Keywords = {optimal control NMPC robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Gabay1976,
+ Title = {A dual algorithm for the solution of nonlinear variational problems via finite element approximation},
+ Author = {D. Gabay and B. Mercier},
+ Journal = {Comp. Math. with Apps.},
+ Year = {1976},
+ Number = {1},
+ Pages = {17 - 40},
+ Volume = {2},
+
+ Doi = {10.1016/0898-1221(76)90003-1},
+ ISSN = {0898-1221},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/0898122176900031}
+}
+
+@Article{Gallese1996,
+ Title = {Action Recognition in the Premotor Cortex},
+ Author = {Gallese, V. and Fadiga, L. and Fogassi, L. and Rizzolatti, G.},
+ Journal = {Brain},
+ Year = {1996},
+ Pages = {593-609},
+ Volume = {119},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@TechReport{Gancarova2012,
+ Title = {A robust robust optimization result},
+ Author = {M. Gancarova and M.J. Todd},
+ Year = {2012},
+ Type = {Tech. Report.},
+
+ File = {:Papers/Gancarova2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@InProceedings{Gao2012,
+ Title = {Spatial Predictive Control for Agile Semi-Autonomous Ground Vehicles},
+ Author = {Y. Gao and A. Gray and J. V. Frasch and T. Lin and E. Tseng and J.K. Hedrick and F. Borrelli},
+ Booktitle = {Proc. Int. Symp. Adv. Vehicle Control},
+ Year = {2012},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Garcia1986,
+ Title = {{Q}uadratic programming solution of dynamic matrix control ({QDMC})},
+ Author = {Garc{\'\i}a, C.E. and Morshedi, A.M.},
+ Journal = {Chem. Eng. Comms.},
+ Year = {1986},
+ Pages = {73--87},
+ Volume = {46},
+
+ Keywords = {optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Garcia1989,
+ Title = {{M}odel {P}redictive {C}ontrol: {T}heory and {P}ractice -- a {S}urvey},
+ Author = {C.E. Garc\'{\i}a and D.M. Prett and M. Morari},
+ Journal = {Automatica},
+ Year = {1989},
+ Pages = {335ff },
+ Volume = {25},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Garg2009,
+ Title = {Gradient descent with sparsification: An iterative algorithm for sparse recovery with restricted isometry property},
+ Author = {Garg, Rahul and Khandekar, Rohit},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2009},
+ Pages = {337--344},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.24}
+}
+
+@Article{Garrett-Mayer2008,
+ Title = {Cross-study validation and combined analysis of gene expression microarray data},
+ Author = {Garrett-Mayer, Elizabeth and Parmigiani, Giovanni and Zhong, Xiaogang and Cope, Leslie and Gabrielson, Edward},
+ Journal = {Biostat},
+ Year = {2008},
+ Number = {2},
+ Pages = {333-354},
+ Volume = {9},
+
+ Abstract = {Investigations of transcript levels on a genomic scale using hybridization-based arrays have led to formidable advances in our understanding of the biology of many human illnesses. At the same time, these investigations have generated controversy because of the probabilistic nature of the conclusions and the surfacing of noticeable discrepancies between the results of studies addressing the same biological question. In this article, we present simple and effective data analysis and visualization tools for gauging the degree to which the findings of one study are reproduced by others and for integrating multiple studies in a single analysis. We describe these approaches in the context of studies of breast cancer and illustrate that it is possible to identify a substantial biologically relevant subset of the human genome within which hybridization results are reliable. The subset generally varies with the platforms used, the tissues studied, and the populations being sampled. Despite important differences, it is also possible to develop simple expression measures that allow comparison across platforms, studies, laboratories and populations. Important biological signals are often preserved or enhanced. Cross-study validation and combination of microarray results requires careful, but not overly complex, statistical thinking and can become a routine component of genomic analysis.},
+ Doi = {10.1093/biostatistics/kxm033},
+ Eprint = {http://biostatistics.oxfordjournals.org/cgi/reprint/9/2/333.pdf},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://biostatistics.oxfordjournals.org/cgi/content/abstract/9/2/333}
+}
+
+@Article{Gattu1992,
+ Title = {{N}onlinear quadratic dynamic matrix control with state estimation},
+ Author = {G. Gattu and E. Zafiriou},
+ Journal = {Ind. Eng. Chem. Res.},
+ Year = {1992},
+ Number = {4},
+ Pages = {1096--1104},
+ Volume = {31},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Gattu1992a,
+ Title = {{O}n the stability of nonlinear quadratic dynamic matrix control},
+ Author = {G. Gattu and E. Zafiriou},
+ Booktitle = {Proc. of the IFAC Symposium DYCORD+'92},
+ Year = {1992},
+
+ Address = {College Park, U.S.A.},
+
+ Keywords = {optimal control NMPC robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Gauvin1988,
+ Title = {Directional behaviour of optimal solutions in nonlinear mathematicalprogramming},
+ Author = {J. Gauvin and R. Janin},
+ Journal = {Math. Oper. Res.},
+ Year = {1988},
+ Number = {4},
+ Pages = {629--649},
+ Volume = {13},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Ge1983,
+ Title = {{T}he convergence of variable metric matrices in unconstraint optimization},
+ Author = {Ge, R.-P. and Powell, M.J.D.},
+ Journal = {Math. Prog.},
+ Year = {1983},
+ Pages = {123--143},
+ Volume = {27},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Gear1990,
+ Title = {{D}ifferential algebraic equations, indices, and integral algebraic equations},
+ Author = {Gear, C.W.},
+ Journal = {{SIAM} J. Numer. Anal.},
+ Year = {1990},
+ Number = {6},
+ Pages = {1527--1534},
+ Volume = {27},
+
+ Keywords = {DAE ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Gear1988,
+ Title = {{D}ifferential-algebraic equation index transformations},
+ Author = {Gear, C.W.},
+ Journal = {{SIAM} J. Sci. Stat. Comp.},
+ Year = {1988},
+ Pages = {39--47},
+ Volume = {9},
+
+ Fjournal = {{SIAM} Journal on Scientific and Statistical Computing},
+ Keywords = {DAE ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Gear1980,
+ Title = {{R}unge-{K}utta starters for multistep methods},
+ Author = {Gear, C.W.},
+ Journal = {{ACM} Trans. Math. Softw.},
+ Year = {1980},
+ Pages = {263--279},
+ Volume = {6},
+
+ Keywords = {DAE ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Gear1971,
+ Title = {{N}umerical initial value problems in ordinary differential equations},
+ Author = {Gear, C.W.},
+ Publisher = {Prentice Hall},
+ Year = {1971},
+
+ Address = {Englewood Cliffs, NJ},
+
+ Keywords = {DAE ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Gear1984,
+ Title = {{S}olving ordinary differential equations with discontinuities},
+ Author = {Gear, C.W. and Osterby, O.},
+ Journal = {{ACM} Trans. on Math. Soft.},
+ Year = {1984},
+ Number = {1},
+ Pages = {23--44},
+ Volume = {10},
+
+ Keywords = {DAE ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Gear1974a,
+ Title = {{T}he effect of variable mesh size on the stability of multistep methods},
+ Author = {Gear, C.W. and Tu, K.W.},
+ Journal = {{SIAM} J. Numer. Anal.},
+ Year = {1974},
+ Pages = {1025--1043},
+ Volume = {11},
+
+ Keywords = {DAE ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Gear1983,
+ Title = {{S}mooth numerical solutions of ordinary differential equations},
+ Author = {Gear, C.W. and T. Vu},
+ Booktitle = {Numerical Treatment of Inverse Problems in Differential and Integral Equations},
+ Publisher = {Birk\-h\"au\-ser},
+ Year = {1983},
+
+ Address = {Boston},
+ Editor = {P. Deuflhard and E. Hairer},
+
+ Keywords = {DAE ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Geer2014,
+ Title = {On asymptotically optimal confidence regions and tests for high-dimensional models},
+ Author = {van de Geer, Sara and B\"{u}hlmann, Peter and Ritov, Ya'acov and Dezure, Ruben},
+ Journal = {Ann. Stats.},
+ Year = {2014},
+ Number = {3},
+ Pages = {1166--1202},
+ Volume = {42},
+
+ Owner = {yhli},
+ Timestamp = {2014.10.20}
+}
+
+@InProceedings{Geitner1996,
+ Title = {{A}utomatic {C}omputation of {S}parse {J}acobians by {A}pplying the {M}ethod of {N}ewsam and {R}amsdell},
+ Author = {Geitner, U. and Utke, J. and Griewank, A.},
+ Booktitle = {Computational Differentiation, Proceedings of the Second International Workshop},
+ Year = {1996},
+
+ Address = {Philadelphia},
+ Editor = {M. Berz et al. eds.},
+ Pages = {161--172},
+ Publisher = {{SIAM}},
+
+ Keywords = {DAE ODE automatic differentiation computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Genceli1995,
+ Title = {{D}esign of robust constrained model-predictive controllers with {Volterra} series},
+ Author = {Genceli, H. and Nikolaou, M.},
+ Journal = {{AIChE} Journal},
+ Year = {1995},
+ Number = {9},
+ Pages = {2098--2107},
+ Volume = {41},
+
+ Keywords = {optimal control NMPC robust},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Geoffrion1972a,
+ Title = {Generalized Benders' decomposition},
+ Author = {A.M. Geoffrion},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1972},
+ Number = {4},
+ Pages = {237--260},
+ Volume = {10},
+
+ File = {:Papers/Geoffrion1972.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@InProceedings{Gerdts2008,
+ Title = {A nonsmooth Newton's method for control-state constrained optimal control problems},
+ Author = {Matthias Gerdts},
+ Booktitle = {5th Vienna International Conference on Mathematical Modelling/Workshop on Scientific Computing in Electronic Engineering of the 2006 International Conference on Computational Science/Structural Dynamical Systems: Computational Aspects},
+ Year = {2008},
+ Number = {4},
+ Pages = {925 - 936},
+ Volume = {79},
+
+ Doi = {10.1016/j.matcom.2008.02.018},
+ File = {Gerdts2008.pdf:Gerdts2008.pdf:PDF},
+ ISSN = {0378-4754},
+ Journal = {Math. Comp. Simul.},
+ Keywords = {Optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0378475408001018}
+}
+
+@Book{Gerstner2002,
+ Title = {Spiking neuron models: Single neurons, populations, plasticity},
+ Author = {Gerstner, W and Kistler, W.},
+ Publisher = {Cambridge university press},
+ Year = {2002},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Ghanem1991,
+ Title = {{S}tochastic {F}inite {E}lements},
+ Author = {R.G. Ghanem and P.D. Spanos},
+ Publisher = {Springer},
+ Year = {1991},
+
+ Address = {Heidelberg},
+
+ Keywords = {PDE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Gibson,
+ Title = {Microarray Analysis},
+ Author = {Greg Gibson},
+
+ File = {PLOS - Microarray Analysis.pdf:BIO/PLOS - Microarray Analysis.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.25}
+}
+
+@Article{Giering2003,
+ Title = {{Applying TAF to a Navier-Stokes solver that simulates an Euler flow around an airfoil}},
+ Author = {R. Giering and T. Kaminski and T. Slawig},
+ Journal = {Future Gen. Comp. Sys.},
+ Year = {2003},
+ Note = {(submitted)},
+
+ Abstract = {We give a TAF overview and describe in some detail, how iterative solvers can be handled efficiently. As an application we demonstrate the generation of adjoint, tangent linear, and Hessian code for a CFD solver in an airfoil configuration. We also list a few other large-scale applications and their performance.},
+ Ad_area = {General, CFD},
+ Ad_theotech = {Iteration},
+ Ad_tools = {TAF},
+ Address = {Amsterdam},
+ File = {Giering2003ATt.pdf:http\://www.FastOpt.com/papers/Giering2003ATt.pdf:PDF},
+ Keywords = {PDE},
+ Owner = {quoctd},
+ Publisher = {Elsevier},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Gilbert2010,
+ Title = {Sparse recovery using sparse matrices},
+ Author = {Gilbert, Anna and Indyk, Piotr},
+ Journal = {Proc. IEEE},
+ Year = {2010},
+
+ Month = jun,
+ Number = {6},
+ Pages = {937--947},
+ Volume = {98},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.25}
+}
+
+@InProceedings{Gilbert2004,
+ Title = {Compressing network graphs},
+ Author = {Gilbert, Anna C and Levchenko, Kirill},
+ Booktitle = {Proc. LinkKDD Workshop at AMS Conf. on KDD},
+ Year = {2004},
+
+ File = {gilbert2004compressing.pdf:COMPRESSIVE SENSING/gilbert2004compressing.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Gilbert1993,
+ Title = {State Space and ARMA Models: An Overview of the Equivalence},
+ Author = {Paul D. Gilbert},
+ Year = {1993},
+
+ File = {Gilbert93StateSpaceArma.pdf:Statistics/Gilbert93StateSpaceArma.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.01}
+}
+
+@TechReport{Gilbert,
+ Title = {ALGORITHMIC LINEAR DIMENSION REDUCTION IN THE l1 NORM FOR SPARSE VECTORS},
+ Author = {Gilbert, Strauss, Tropp, Vershynin},
+
+ File = {GSTV06-Algorithmic-Linear.pdf:Statistical Learning/GSTV06-Algorithmic-Linear.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Article{Giles1979,
+ Title = {Total dual integrality and integer polyhedra},
+ Author = {Giles, FR and Pulleyblank, William R},
+ Journal = {Linear algebra and its applications},
+ Year = {1979},
+ Pages = {191--196},
+ Volume = {25},
+
+ Owner = {Marwa},
+ Publisher = {Elsevier},
+ Timestamp = {2014.12.13}
+}
+
+@Article{Gill2005,
+ Title = {SNOPT: An SQP Algorithm for Large-Scale Constrained Optimization},
+ Author = {Gill, P. and Murray, W. and Saunders, M.},
+ Journal = {SIAM Rev.},
+ Year = {2005},
+ Number = {1},
+ Pages = {99-131},
+ Volume = {47},
+
+ Doi = {10.1137/S0036144504446096},
+ Eprint = {http://epubs.siam.org/doi/pdf/10.1137/S0036144504446096},
+ File = {Gill2005.pdf:Gill2005.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://epubs.siam.org/doi/abs/10.1137/S0036144504446096}
+}
+
+@Book{Gill1983,
+ Title = {{U}ser's guide for \mbox{SOL/QPSOL}: a {F}ortran package for quadratic programming},
+ Author = {P.E. Gill and W. Murray and M.A. Saunders and M.H. Wright },
+ Publisher = {Stanford University},
+ Year = {1983},
+
+ Address = {Systems Optimization Laboratory, Department of Oper. Res.},
+ Series = {Technical Report},
+ Volume = { SOL 83-7},
+
+ Keywords = {SQP},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Gill1981,
+ Title = {{Practical optimization}},
+ Author = {Gill, P. E. and Murray, W. and Wright, M. H.},
+ Publisher = {Academic Press},
+ Year = {1981},
+
+ Address = {London},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ginchev2012,
+ Title = {Characterization and recognition of d.c. functions},
+ Author = {I. Ginchev and D. Gintcheva},
+ Journal = {J. Global Opt.},
+ Year = {2012},
+ Pages = {1--15},
+
+ File = {:Papers/Ginchev2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Article{Girosi1998,
+ Title = {An Equivalence Between Sparse Approximation and Support Vector Machines},
+ Author = {Girosi, Federico},
+ Journal = {Neural Comp.},
+ Year = {1998},
+ Number = {6},
+ Pages = {1455-1480},
+ Volume = {10},
+
+ Doi = {10.1162/089976698300017269},
+ Eprint = {http://www.mitpressjournals.org/doi/pdf/10.1162/089976698300017269},
+ File = {girosi1997sparseapprox.pdf:Statistical Learning/girosi1997sparseapprox.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://www.mitpressjournals.org/doi/abs/10.1162/089976698300017269}
+}
+
+@Article{Girosi1995,
+ Title = {Regularization theory and neural networks architectures},
+ Author = {Girosi, F. and Jones, M. and Poggio, T.},
+ Journal = {Neural computation},
+ Year = {1995},
+ Number = {2},
+ Pages = {219--269},
+ Volume = {7},
+
+ File = {girosi1995regularization.pdf:Statistical Learning/girosi1995regularization.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {MIT Press},
+ Timestamp = {2009.12.16}
+}
+
+@InProceedings{Giselsson2014,
+ Title = {{M}onotonicity and {R}estart in {F}ast {G}radient {M}ethods},
+ Author = {P. Giselsson and S. Boyd},
+ Booktitle = {IEEE Conf. Decision and Control},
+ Year = {2014},
+
+ Address = {Los Angeles, USA},
+ Month = {December},
+ Organization = {CDC},
+
+ Institution = {Stanford University},
+ Owner = {quoctd},
+ Timestamp = {2014.10.21},
+ Type = {Tech. Report}
+}
+
+@Article{Glowinski1975,
+ Title = {Sur l'approximation, par \'el\'ements finis d'ordre un, et la r\'esolution, par p\'enalisation-dualit\'e, d'une classe de probl\`emes de {D}irichlet non lin\'eaires},
+ Author = {Glowinski, R. and Marrocco, A.},
+ Journal = {Rev. Fran\c caise Automat. Informat. Recherche Op\'erationnelle, RAIRO Analyse Num\'erique},
+ Year = {1975},
+ Number = {R-2},
+ Pages = {41--76},
+ Volume = {9},
+
+ ISSN = {0399-0516},
+ Mrclass = {65N35},
+ Mrnumber = {0388811 (52 \#9645)},
+ Mrreviewer = {J. R. Cannon},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Gnecco2009,
+ Title = {Estimates of the Approximation Error Using Rademacher Complexity: Learning Vector-Valued Functions},
+ Author = {Gnecco, G. and Sanguineti, M.},
+ Journal = {J. Ineq. Apps.},
+ Year = {2009},
+ Volume = {2008},
+
+ File = {gnecco2009estimates.pdf:Statistical Learning/Vector-valued/gnecco2009estimates.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Hindawi Publishing Corporation},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Goemans1997,
+ Title = {Semidefinite programming in combinatorial optimization},
+ Author = {Goemans, M.X.},
+ Journal = {Math. Program.},
+ Year = {1997},
+ Pages = {143--161},
+ Volume = {79},
+
+ Owner = {quoctd},
+ Timestamp = {2012.07.04}
+}
+
+@PhdThesis{Goh1995,
+ Title = {Robust control synthesis via bilinear matrix inequalities},
+ Author = {K.C. Goh},
+ School = {University of Southern California},
+ Year = {1995},
+
+ Address = {Los Angeles, CA},
+ Type = {PhD Thesis},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Goldberg1998,
+ Title = {Beyond the flow decomposition barrier},
+ Author = {Goldberg, A. and Rao, S.},
+ Journal = {J. Amer. Chem. Soc.},
+ Year = {1998},
+
+ Month = sep,
+ Number = {5},
+ Pages = {783--797},
+ Volume = {45},
+
+ Acmid = {290181},
+ Address = {New York, NY, USA},
+ ISSN = {0004-5411},
+ Issue_date = {Sept. 1998},
+ Keywords = {combinatorial optimization, maximum flows},
+ Numpages = {15},
+ Owner = {jmscarlett},
+ Publisher = {ACM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Goldfarb1983,
+ Title = {{A} numerically stable dual method for solving strictly convex quadratic programs},
+ Author = {D. Goldfarb and A. Idnani},
+ Journal = {Math. Prog.},
+ Year = {1983},
+ Pages = {1--33},
+ Volume = {27},
+
+ File = {Goldfarb1983.pdf:Goldfarb1983.pdf:PDF},
+ Keywords = {optimization duality},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Goldfarb2012,
+ Title = {Fast alternating linearization methods of minimization of the sum of two convex functions},
+ Author = {D. Goldfarb and S. Ma},
+ Journal = {Math. Program., Ser. A},
+ Year = {2012},
+ Pages = {1--34},
+
+ Doi = {DOI 10.1007/s10107-012-0530-2},
+ Owner = {quoctd},
+ Timestamp = {2013.03.15}
+}
+
+@Article{Goldfarb2011,
+ Title = {Convergence of fixed-point continuation algorithms for matrix rank minimization},
+ Author = {Goldfarb, D. and Ma, S.},
+ Journal = {Found. Comp. Math.},
+ Year = {2011},
+ Number = {2},
+ Pages = {183--210},
+ Volume = {11},
+
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Goldfarb2010,
+ Title = {{F}ast {M}ultiple {S}plitting {A}lgorithms for {C}onvex {O}ptimization},
+ Author = {D. Goldfarb and S. Ma},
+ Journal = {SIAM J. Opt.zation},
+ Year = {2010},
+ Volume = {(under revision)},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Goldstein2012a,
+ Title = {Fast alternating direction optimization methods},
+ Author = {Goldstein, T. and ôDonoghue, B. and Setzer, S.},
+ Journal = {CAM report},
+ Year = {2012},
+ Pages = {12--35},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Goldstein2013,
+ Title = {Adaptive {P}rimal-{D}ual {H}ybrid {G}radient {M}ethods for {S}addle {P}oint {P}roblems},
+ Author = {T. Goldstein and E. Esser and R. Baraniuk},
+ Journal = {Tech. Report.},
+ Year = {2013},
+ Pages = {1--26},
+ Volume = {http://arxiv.org/pdf/1305.0546v1.pdf},
+
+ Owner = {quoctd},
+ Timestamp = {2014.05.20}
+}
+
+@Article{Goldstein2012,
+ Title = {{F}ast {A}lternating {D}irection {O}ptimization {M}ethods},
+ Author = {T. Goldstein and B. ODonoghue and S. Setzer},
+ Journal = {SIAM J. Imaging Sci.},
+ Year = {2012},
+ Number = {3},
+ Pages = {1588--1623},
+ Volume = {7},
+
+ Address = {Los Angeles, USA},
+ Institution = {Department of Mathematics, University of California},
+ Owner = {quoctd},
+ Timestamp = {2012.06.29},
+ Type = {Tech. Report.}
+}
+
+@Article{Goldstein2009,
+ Title = {The split {B}regman method for $l_1$-pegularized problems},
+ Author = {T. Goldstein and S. Osher},
+ Journal = {SIAM J. Imaging Sciences},
+ Year = {2009},
+ Number = {2},
+ Pages = {323--343},
+ Volume = {2},
+
+ File = {:Papers/Goldstein2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.23}
+}
+
+@InProceedings{Golovin2010,
+ Title = {Near-optimal {B}ayesian active learning with noisy observations},
+ Author = {Golovin, Daniel and Krause, Andreas and Ray, Debajyoti},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2010},
+
+ Owner = {yhli},
+ Timestamp = {2014.05.14}
+}
+
+@Book{Golub1996,
+ Title = {{M}atrix {C}omputations},
+ Author = {Golub, G.H. and Loan, {C.F. van}},
+ Publisher = {Johns Hopkins University Press},
+ Year = {1996},
+
+ Address = {Baltimore},
+ Edition = {3rd},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Golub1979,
+ Title = {Generalized cross-validation as a method for choosing a good ridge parameter},
+ Author = {Golub, Gene H. and Heath, Michael and Wahba, Grace},
+ Journal = {Technometrics},
+ Year = {1979},
+
+ Month = may,
+ Number = {2},
+ Pages = {215--223},
+ Volume = {21},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.09}
+}
+
+@Book{Golub2012,
+ Title = {Matrix computations},
+ Author = {Golub, Gene H and Van Loan, Charles F},
+ Publisher = {JHU Press},
+ Year = {2012},
+ Volume = {3},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Golub1996a,
+ Title = {Matrix Computations (Johns Hopkins Studies in Mathematical Sciences)},
+ Author = {Golub, Gene H. and Van Loan, Charles F. },
+ Publisher = {{The Johns Hopkins University Press}},
+ Year = {1996},
+ Month = {October},
+
+ Abstract = {{Revised and updated, the third edition of Golub and Van Loan's classic text in computer science provides essential information about the mathematical background and algorithmic skills required for the production of numerical software. This new edition includes thoroughly revised chapters on matrix multiplication problems and parallel matrix computations, expanded treatment of CS decomposition, an updated overview of floating point arithmetic, a more accurate rendition of the modified Gram-Schmidt process, and new material devoted to GMRES, QMR, and other methods designed to handle the sparse unsymmetric linear system problem.
}},
+ Citeulike-article-id = {252315},
+ HowPublished = {Paperback},
+ ISBN = {0801854148},
+ Keywords = {compsci, cs, linearalgebra, math, mathematics, matrix},
+ Owner = {baldazen},
+ Posted-at = {2008-08-01 17:09:15},
+ Priority = {2},
+ Timestamp = {2008.09.24},
+ Url = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20\&path=ASIN/0801854148}
+}
+
+@Article{Golub1999,
+ Title = {Molecular classification of cancer: class discovery and class prediction by gene expression monitoring.},
+ Author = {T. R. Golub and D. K. Slonim and P. Tamayo and C. Huard and M. Gaasenbeek and J. P. Mesirov and H. Coller and M. L. Loh and J. R. Downing and M. A. Caligiuri and C. D. Bloomfield and E. S. Lander},
+ Journal = {Science},
+ Year = {1999},
+
+ Month = {Oct},
+ Number = {5439},
+ Pages = {531--537},
+ Volume = {286},
+
+ Abstract = {Although cancer classification has improved over the past 30 years, there has been no general approach for identifying new cancer classes (class discovery) or for assigning tumors to known classes (class prediction). Here, a generic approach to cancer classification based on gene expression monitoring by DNA microarrays is described and applied to human acute leukemias as a test case. A class discovery procedure automatically discovered the distinction between acute myeloid leukemia (AML) and acute lymphoblastic leukemia (ALL) without previous knowledge of these classes. An automatically derived class predictor was able to determine the class of new leukemia cases. The results demonstrate the feasibility of cancer classification based solely on gene expression monitoring and suggest a general strategy for discovering and predicting cancer classes for other types of cancer, independent of previous biological knowledge.},
+ File = {golub99molecular.pdf:BIO/golub99molecular.pdf:PDF},
+ Keywords = {Acute Disease; Antineoplastic Combined Chemotherapy Protocols; Cell Adhesion; Cell Cycle; Gene Expression Profiling; Homeodomain Proteins; Humans; Leukemia, Lymphocytic, Acute; Leukemia, Myeloid; Neoplasm Proteins; Neoplasms; Oligonucleotide Array Sequence Analysis; Oncogenes; Predictive Value of Tests; Reproducibility of Results; Treatment Outcome},
+ Owner = {luca},
+ Pii = {7911},
+ Pmid = {10521349},
+ Timestamp = {2007.01.25}
+}
+
+@Article{Gondzio2010,
+ Title = {Matrix-free interior point method},
+ Author = {Gondzio, J.},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2010},
+ Note = {10.1007/s10589-010-9361-3},
+ Pages = {1-24},
+
+ Affiliation = {School of Mathematics and Maxwell Institute for Mathematical Sciences, The University of Edinburgh, Mayfield Road, Edinburgh, EH9 3JZ UK},
+ File = {Gondzio2010.pdf:Gondzio2010.pdf:PDF},
+ ISSN = {0926-6003},
+ Keyword = {Computer Science},
+ Owner = {quoctd},
+ Publisher = {Springer Netherlands},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/s10589-010-9361-3}
+}
+
+@InBook{Gondzio2006,
+ Title = {Parallel Processing and Applied Mathematics PPAM 2005},
+ Author = {J. Gondzio and A. Grothey},
+ Chapter = {{D}irect {S}olution of {L}inear {S}ystems of {S}ize $109$ {A}rising in {O}ptimization with {I}nterior {P}oint {M}ethods},
+ Editor = {R. Wyrzykowski and J. Dongarra and N. Meyer and J. Wasniewski.},
+ Pages = {513--525},
+ Publisher = {Springer-Verlag},
+ Year = {2006},
+
+ Owner = {quoctd},
+ Timestamp = {2014.06.21}
+}
+
+@InProceedings{Gong2013,
+ Title = {A General Iterative Shrinkage and Thresholding Algorithm for Non-convex Regularized Optimization Problems},
+ Author = {Gong, Pinghua and Zhang, Changshui and Lu, Zhaosong and Huang, Jianhua and Ye, Jieping},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2013},
+ Pages = {37--45},
+
+ File = {gong2013general.pdf:gong2013general.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Gonzag1992,
+ Title = {Path-following methods for linear programming},
+ Author = {C. Gonzaga},
+ Journal = {SIAM Rev.},
+ Year = {1992},
+ Number = {2},
+ Pages = {167--224},
+ Volume = {34},
+
+ Owner = {quoctd},
+ Timestamp = {2014.06.21}
+}
+
+@Article{Gonzaga2013,
+ Title = {Fine tuning {N}esterov’s steepest descent algorithm for differentiable convex programming},
+ Author = {C.C. Gonzaga and E.W. Karas},
+ Journal = {Math. Program.},
+ Year = {2013},
+ Pages = {1--26},
+ Volume = {xx},
+
+ File = {:Papers/Gonzaga2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@InProceedings{Gordon1988,
+ Title = {On {M}ilman's inequality and random subspaces which escape through a mesh in {$\mathbb{R}^n$}},
+ Author = {Gordon, Y.},
+ Booktitle = {Geometric Aspects of Functional Analysis: {I}srael Seminar ({GAFA}) 1986--87},
+ Year = {1988},
+
+ Address = {Berlin},
+ Editor = {Lindenstrauss, Joram and Milman, Vitali D.},
+ Publisher = {Springer-Verl.},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.11}
+}
+
+@Article{Gorissen2012,
+ Title = {Approximating the Pareto set of multiobjective linear programs via robust optimization},
+ Author = {B.L. Gorissen and D. Den Hertog},
+ Journal = {Oper. Res. Lett.},
+ Year = {2012},
+ Number = {5},
+ Pages = {319--324},
+ Volume = {40},
+
+ File = {:Papers/Gorissen2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Gorski2007,
+ Title = {Biconvex sets and optimization with biconvex functions: a survey and extensions},
+ Author = {Gorski, J. and Pfeuffer, F. and Klamroth, K.},
+ Journal = {Math. Methods Oper. Res.},
+ Year = {2007},
+ Number = {3},
+ Pages = {373--407},
+ Volume = {66},
+
+ File = {gorski2007biconvex.pdf:Statistical Learning\\gorski2007biconvex.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Gould2010,
+ Title = {A Second Derivative SQP Method: Local Convergence and Practical Issues},
+ Author = {Gould, N. and Robinson, D.},
+ Journal = {SIAM J. Opt.},
+ Year = {2010},
+ Number = {4},
+ Pages = {2049-2079},
+ Volume = {20},
+
+ Doi = {10.1137/080744554},
+ Eprint = {http://epubs.siam.org/doi/pdf/10.1137/080744554},
+ File = {Gould2010.pdf:Gould2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://epubs.siam.org/doi/abs/10.1137/080744554}
+}
+
+@Article{Goy2012,
+ Title = {Digital confocal microscope},
+ Author = {Goy, A. and Psaltis, D.},
+ Journal = {Opt. Exp},
+ Year = {2012},
+ Number = {20},
+ Pages = {22720},
+ Volume = {20},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Grama2003,
+ Title = {{I}ntroduction to {P}arallel {C}omputing},
+ Author = {A. Grama and G. Karypis and V. Kumar and A. Gupta},
+ Publisher = {Addison--Wesley},
+ Year = {2003},
+ Edition = {2},
+
+ Owner = {quoctd},
+ Timestamp = {2012.10.11}
+}
+
+@InProceedings{Gramfort2009,
+ Title = {Improving M/EEG source localizationwith an inter-condition sparse prior},
+ Author = {Gramfort, A. and Kowalski, M.},
+ Booktitle = {IEEE Int. Symp. Biomed. Imaging},
+ Year = {2009},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Granek2005,
+ Title = {Explicit equilibrium modeling of transcription-factor binding and gene regulation.},
+ Author = {Joshua A Granek and Neil D Clarke},
+ Journal = {Genome Bio.},
+ Year = {2005},
+ Number = {10},
+ Pages = {R87},
+ Volume = {6},
+
+ Abstract = {We have developed a computational model that predicts the probability of transcription factor binding to any site in the genome. GOMER (generalizable occupancy model of expression regulation) calculates binding probabilities on the basis of position weight matrices, and incorporates the effects of cooperativity and competition by explicit calculation of coupled binding equilibria. GOMER can be used to test hypotheses regarding gene regulation that build upon this physically principled prediction of protein-DNA binding.},
+ Doi = {10.1186/gb-2005-6-10-r87},
+ File = {Granek05Equilibrium Modelling of TF.pdf:BIO/Granek05Equilibrium Modelling of TF.pdf:PDF},
+ Keywords = {Binding, Competitive; Chromatin Immunoprecipitation; DNA-Binding Proteins; Forkhead Transcription Factors; Gene Expression Regulation; Genes, cdc; Models, Genetic; Nuclear Proteins; Oligonucleotide Array Sequence Analysis; Promoter Regions (Genetics); Protein Binding; Saccharomyces cerevisiae Proteins; Transcription Factors},
+ Owner = {luca},
+ Pii = {gb-2005-6-10-r87},
+ Pmid = {16207358},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1186/gb-2005-6-10-r87}
+}
+
+@InCollection{Grant2007,
+ Title = {Graph Implementations for Nonsmooth Convex Programs},
+ Author = {M. Grant and S. Boyd},
+ Booktitle = {Recent Advances in Learning and Control},
+ Publisher = {Springer},
+ Year = {2007},
+ Editor = {V. Blondel and S. Boyd and H. Kimura},
+ Pages = {95--110},
+ Series = {Lecture Notes in Control and Information Sciences},
+
+ File = {:Papers/Grant2007.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@InCollection{Grant2006,
+ Title = {Disciplined Convex Programming},
+ Author = {M. Grant and S. Boyd and Y. Ye},
+ Booktitle = {Global Optimization: From Theory to Implementation},
+ Publisher = {Springer},
+ Year = {2006},
+ Editor = {L. Liberti and N. Maculan},
+ Pages = {155--210},
+ Series = {Nonconvex Optimization and its Applications},
+
+ File = {:Papers/Grant2006.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Misc{Gray2012,
+ Title = {Parameters for a {J}aguar {X-T}ype},
+
+ Author = {A. Gray and M. Zanon and J. Frasch},
+ HowPublished = {\url{http://www.mathopt.de/RESEARCH/obstacleAvoidance.php}},
+ Year = {2012},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.mathopt.de/RESEARCH/obstacleAvoidance.php}
+}
+
+@Article{Greenbaum2002,
+ Title = {Analysis of mRNA expression and protein abundance data: an approach for the comparison of the enrichment of features in the cellular population of proteins and transcripts.},
+ Author = {Dov Greenbaum and Ronald Jansen and Mark Gerstein},
+ Journal = {Bioinformatics},
+ Year = {2002},
+
+ Month = {Apr},
+ Number = {4},
+ Pages = {585--596},
+ Volume = {18},
+
+ Abstract = {MOTIVATION: Protein abundance is related to mRNA expression through many different cellular processes. Up to now, there have been conflicting results on how correlated the levels of these two quantities are. Given that expression and abundance data are significantly more complex and noisy than the underlying genomic sequence information, it is reasonable to simplify and average them in terms of broad proteomic categories and features (e.g. functions or secondary structures), for understanding their relationship. Furthermore, it will be essential to integrate, within a common framework, the results of many varied experiments by different investigators. This will allow one to survey the characteristics of highly expressed genes and proteins. RESULTS: To this end, we outline a formalism for merging and scaling many different gene expression and protein abundance data sets into a comprehensive reference set, and we develop an approach for analyzing this in terms of broad categories, such as composition, function, structure and localization. As the various experiments are not always done using the same set of genes, sampling bias becomes a central issue, and our formalism is designed to explicitly show this and correct for it. We apply our formalism to the currently available gene expression and protein abundance data for yeast. Overall, we found substantial agreement between gene expression and protein abundance, in terms of the enrichment of structural and functional categories. This agreement, which was considerably greater than the simple correlation between these quantities for individual genes, reflects the way broad categories collect many individual measurements into simple, robust averages. In particular, we found that in comparison to the population of genes in the yeast genome, the cellular populations of transcripts and proteins (weighted by their respective abundances, the transcriptome and what we dub the translatome) were both enriched in: (i) the small amino acids Val, Gly, and Ala; (ii) low molecular weight proteins; (iii) helices and sheets relative to coils; (iv) cytoplasmic proteins relative to nuclear ones; and (v) proteins involved in 'protein synthesis,' 'cell structure,' and 'energy production.' SUPPLEMENTARY INFORMATION: http://genecensus.org/expression/translatome},
+ File = {Greenbaum02mRNAanalysis.pdf:BIO/Greenbaum02mRNAanalysis.pdf:PDF},
+ Keywords = {Algorithms; Database Management Systems; Databases, Nucleic Acid; Databases, Protein; Gene Expression; Gene Expression Profiling; Genome; Information Storage and Retrieval; Open Reading Frames; Proteins; Reference Values; Sensitivity and Specificity; Transcription, Genetic; Yeasts},
+ Owner = {luca},
+ Pmid = {12016056},
+ Timestamp = {2007.02.15}
+}
+
+@Article{Gribonval2012,
+ Title = {Compressible distributions for high-dimensional statistics},
+ Author = {Gribonval, R\'{e}mi and Cevher, Volkan and Davies, Mike E.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2012},
+ Number = {8},
+ Pages = {5016--5034},
+ Volume = {58},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Article{Griesse2004,
+ Title = {{E}valuating {G}radients in {O}ptimal {C}ontrol - {C}ontinuous {A}djoints versus {A}utomatic {D}ifferentiation},
+ Author = {R. Griesse and A. Walther},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2004},
+ Number = {1},
+ Pages = {63--86},
+ Volume = {122},
+
+ Keywords = {optimal control automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Griewank2000,
+ Title = {{E}valuating {D}erivatives, {P}rinciples and {T}echniques of {A}lgorithmic {D}ifferentiation},
+ Author = {A. Griewank},
+ Publisher = {{SIAM}},
+ Year = {2000},
+
+ Address = {Philadelphia},
+ Number = {19},
+ Series = {Frontiers in Appl. Math.},
+
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Griewank2000a,
+ Title = {{E}valuating {D}erivatives},
+ Author = {Griewank, A.},
+ Publisher = {{SIAM}},
+ Year = {2000},
+
+ Address = {Philadelphia},
+ Series = {Frontiers in applied mathematics},
+
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Griewank1999,
+ Title = {{ADOL-C}: {A} {P}ackage for the {A}utomatic {D}ifferentiation of {A}lgorithms {W}ritten in {C/C++}},
+ Author = {A. Griewank and D. Juedes and H. Mitev and J. Utke and O. Vogel and A. Walther},
+ Institution = {Technical University of Dresden, Institute of Scientific Computing and Institute of Geometry},
+ Year = {1999},
+ Note = {Updated version of the paper published in {\it {ACM} Trans. Math. Software} 22, 1996, 131--167},
+
+ Ad_tools = {ADOL-C},
+ Key = {Griewank1999AAP},
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Referred = {[Vogel2001AGT].},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Griewank2002,
+ Title = {{O}n {C}onstrained {O}ptimization by {A}djoint based quasi-{N}ewton {M}ethods},
+ Author = {A. Griewank and A. Walther},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2002},
+ Pages = {869 -- 889},
+ Volume = {17},
+
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Grigorieff1983,
+ Title = {{S}tability of {M}ultistep-{M}ethods on {V}ariable {G}rids},
+ Author = {Grigorieff, R.D.},
+ Journal = {Numerische {M}athematik},
+ Year = {1983},
+ Pages = {359--377},
+ Volume = {42},
+
+ Keywords = {ODE DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Grigorieff1991,
+ Title = {A note on von Neumann?s trace inequality},
+ Author = {Grigorieff, Rolf Dieter},
+ Journal = {Math. Nachr},
+ Year = {1991},
+ Pages = {327--328},
+ Volume = {151},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Grimm2003,
+ Title = {{E}xamples when {M}odel {P}redictive {C}ontrol is {N}onrobust},
+ Author = {Grimm, G. and Messina, M.J. and Teel, A.R. and Tuna, S.},
+ Booktitle = {Proc. Amer. Control Conf.},
+ Year = {2003},
+
+ Keywords = {robust NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Unpublished{Grimm2003a,
+ Title = {{M}odel {P}redictive {C}ontrol: for want of a local control {L}yapunov function, all is not lost},
+ Author = {Grimm, G. and Messina, M.J. and Teel, A.R. and Tuna, S.},
+ Note = {submitted},
+ Year = {2003},
+
+ Keywords = {robust NMPC optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Groetsch1984,
+ Title = {The theory of Tikhonov regularization for Fredholm equations of the first kind},
+ Author = {Groetsch, C. W.},
+ Publisher = {Pitman (Advanced Publishing Program)},
+ Year = {1984},
+
+ Address = {Boston, MA},
+ Series = {Research Notes in Mathematics},
+ Volume = {105},
+
+ ISBN = {0-273-08642-1},
+ Owner = {jmscarlett},
+ Pages = {iv+104},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Grosenick2011,
+ Title = {A family of interpretable multivariate models for regression and classification of whole-brain fMRI data},
+ Author = {Grosenick, L. and Klingenberg, B. and Knutson, B. and Taylor, J.~E.},
+ Journal = {ArXiv e-prints},
+ Year = {2011},
+
+ Month = oct,
+
+ Adsnote = {Provided by the SAO/NASA Astrophysics Data System},
+ Adsurl = {http://adsabs.harvard.edu/abs/2011arXiv1110.4139G},
+ Archiveprefix = {arXiv},
+ Eprint = {1110.4139},
+ File = {grosenick2011family.pdf:NEURO\\grosenick2011family.pdf:PDF},
+ Keywords = {Statistics - Applications},
+ Owner = {jmscarlett},
+ Primaryclass = {stat.AP},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Gross2011,
+ Title = {Recovering low-rank matrices from few coefficients in any basis},
+ Author = {Gross, David},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2011},
+
+ Month = mar,
+ Number = {3},
+ Pages = {1548--1566},
+ Volume = {57},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.10}
+}
+
+@Article{Grossmann2002,
+ Title = {{R}eview of {N}onlinear {M}ixed-{I}nteger and {D}isjunctive {P}rogramming {T}echniques},
+ Author = {Grossmann, I.E.},
+ Journal = {Optimization and Engineering},
+ Year = {2002},
+ Pages = {227--252},
+ Volume = {3},
+
+ File = {Grossmann2002.pdf:Grossmann2002.pdf:PDF},
+ Keywords = {MINLP optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Grossmann1983,
+ Title = {{O}ptimization {S}trategies for {F}lexible {C}hemical {P}rocesses.},
+ Author = {I.E. Grossmann and K.P. Halemane and R.E. Swaney},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1983},
+ Pages = {439--462},
+ Volume = {7},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Grossmann1978,
+ Title = {{O}ptimum design of chemical plants with uncertain parameters},
+ Author = {Grossmann, I.E. and Sargent, R.W.H.},
+ Journal = {{AIChE} Journal},
+ Year = {1978},
+ Pages = {1021--1028},
+ Volume = {24},
+
+ Keywords = {optimization chemistry robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Grunewalder2012,
+ Title = {Modelling transition dynamics in mdps with rkhs embeddings},
+ Author = {Grunewalder, S. and Lever, G. and Baldassarre, L. and Pontil, M. and Gretton, A.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2012},
+
+ File = {grunewalder2012modelling.pdf:grunewalder2012modelling.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Gu1996,
+ Title = {Efficient algorithms for computing a strong rank-revealing QR factorization},
+ Author = {Gu, Ming and Eisenstat, Stanley C},
+ Journal = {SIAM J. Sci. Comp.},
+ Year = {1996},
+ Number = {4},
+ Pages = {848--869},
+ Volume = {17},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Guddat1990,
+ Title = {{P}arametric {O}ptimization: {S}ingularities, {P}athfollowing and {J}umps},
+ Author = {J. Guddat and F. Guerra Vasquez and H.T. Jongen},
+ Publisher = {Teubner},
+ Year = {1990},
+
+ Address = {Stuttgart},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Guermeur2007,
+ Title = {VC Theory of Large Margin Multi-Category Classifiers},
+ Author = {Guermeur, Yann},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2007},
+ Pages = {2551-2594},
+ Volume = {8},
+
+ File = {guermeur07vctheory.pdf:Statistical Learning/Multiclass/guermeur07vctheory.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.06.09}
+}
+
+@Article{GuerraVazquez2008,
+ Title = {{G}eneralized semi-infinite programming: {A} tutorial},
+ Author = {Guerra V\'{a}zquez,, F. and R\"{u}ckmann,, J. -J. and Stein,, O. and Still,, G.},
+ Journal = {J. Comp. App. Math.},
+ Year = {2008},
+ Number = {2},
+ Pages = {394--419},
+ Volume = {217},
+
+ Address = {Amsterdam, The Netherlands, The Netherlands},
+ Doi = {http://dx.doi.org/10.1016/j.cam.2007.02.012},
+ ISSN = {0377-0427},
+ Owner = {quoctd},
+ Publisher = {Elsevier Science Publishers B. V.},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Guh2000,
+ Title = {{N}ested {G}raph {D}issection and {A}pproximation {A}lgorithms},
+ Author = {S. Guha},
+ Booktitle = {IEEE Symp. Found. Comp. Sci.},
+ Year = {2000},
+ Pages = {126--135},
+
+ Keywords = {integer programming},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {citeseer.ist.psu.edu/guha00nested.html}
+}
+
+@InCollection{Guigue2005,
+ Title = {Kernel basis pursuit},
+ Author = {Guigue, V. and Rakotomamonjy, A. and Canu, S.},
+ Booktitle = {Machine Learning: ECML 2005},
+ Publisher = {Springer},
+ Year = {2005},
+ Pages = {146--157},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Guinney,
+ Title = {Estimating variable structure and dependence in Multi-task learning via gradients},
+ Author = {Guinney, J. and Wu, Q. and Mukherjee, S.},
+
+ File = {:Statistical Learning/Multitask/guwumu08mtlgradients.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.09.19}
+}
+
+@InCollection{Gunter2006,
+ Title = {Computing the Solution Path for the Regularized Support Vector Regression},
+ Author = {Gunter, L. and Zhu, J.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Publisher = {MIT Press},
+ Year = {2006},
+
+ Address = {Cambridge, MA},
+ Editor = {Y. Weiss and B. Sch\"{o}lkopf and J. Platt},
+ Pages = {483--490},
+
+ File = {gunter2006computing.pdf:SVM\\gunter2006computing.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Guo2005,
+ Title = {Mutual information and minimum mean-square error in {G}aussian channels},
+ Author = {Guo, Dongning and Shamai (Shitz), Shlomo and Verd{\'{u}}, Sergio},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2005},
+
+ Month = apr,
+ Number = {4},
+ Pages = {1261--1282},
+ Volume = {51},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Article{Guo2007,
+ Title = {Optimally sparse multidimensional representation using shearlets},
+ Author = {Guo, Kanghui and Labate, Demetrio},
+ Journal = {SIAM journal on mathematical analysis},
+ Year = {2007},
+ Number = {1},
+ Pages = {298--318},
+ Volume = {39},
+
+ File = {guo2007optimally.pdf:guo2007optimally.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Guo2012,
+ Title = {Stability Analysis for Parametric Mathematical Programs with Geometric Constraints and Its Applications},
+ Author = {L. Guo and G.-H. Lin and J.J. Ye},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {3},
+ Pages = {1151--1176},
+ Volume = {22},
+
+ File = {:Papers/Guo2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Guo2014,
+ Title = {A New Detail-Preserving Regularization Scheme},
+ Author = {Guo, Weihong and Qin, Jing and Yin, Wotao},
+ Journal = {SIAM Journal on Imaging Sciences},
+ Year = {2014},
+ Number = {2},
+ Pages = {1309--1334},
+ Volume = {7},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Conference{Gupta2010,
+ Title = {Regularized Maximum Likelihood for Intrinsic Dimension Estimatio},
+ Author = {Gupta, M.D. and Huang, S. T.},
+ Booktitle = {Conference on Uncertainty in Artificial Intelligence (UAI)},
+ Year = {2010},
+
+ File = {gupta2010regularized.pdf:Statistical Learning/EBB/gupta2010regularized.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.10.01}
+}
+
+@Article{Guyon2003,
+ Title = {An introduction to variable and feature selection},
+ Author = {Isabelle Guyon and Andr\'{e} Elisseeff},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2003},
+ Pages = {1157--1182},
+ Volume = {3},
+
+ Address = {Cambridge, MA, USA},
+ File = {guyon2003introduction.pdf:Statistical Learning\\SPARSITY\\guyon2003introduction.pdf:PDF},
+ ISSN = {1533-7928},
+ Keywords = {feature selection, variable selection, statistical learning},
+ Owner = {jmscarlett},
+ Publisher = {MIT Press},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Haar1910,
+ Title = {{Z}ur {T}heorie der orthogonalen {F}unktionen-{S}ysteme},
+ Author = {A. Haar},
+ Journal = {Math. Ann.},
+ Year = {1910},
+ Pages = {331--371},
+ Volume = {69},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Hachez2003,
+ Title = {Optimization problems over nonnegative polynomials with interpolation constraints},
+ Author = {Y. Hachez and Y. Nesterov},
+ Institution = {CORE/UCL},
+ Year = {2003},
+ Number = {2003/34},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Hachez2003.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Hadamard1902,
+ Title = {{Sur les problemes aux derivees partielles et leur signification physique}},
+ Author = {Hadamard, J.},
+ Journal = {Princeton University Bulletin},
+ Year = {1902},
+ Number = {1},
+ Pages = {49--52},
+ Volume = {13},
+
+ Owner = {baldassarre},
+ Timestamp = {2009.11.09}
+}
+
+@Article{Hadid2004,
+ Title = {An Experimental Investigation about the Integration of Facial Dynamics in Video-Based Face Recognition},
+ Author = {Abdenour Hadid and Matti Pietikäinen},
+ Journal = {Elec. Let. Comp. Vis. and Image Anal.},
+ Year = {2004},
+ Pages = {1-13},
+ Volume = {5},
+
+ File = {HadidPietikainen04IntegrationFacialDynamics.pdf:VC/HadidPietikainen04IntegrationFacialDynamics.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.01}
+}
+
+@Book{Hairer1996,
+ Title = {{S}olving {O}rdinary {D}ifferential {E}quations {II} -- {S}tiff and {D}ifferential-{A}lgebraic {P}roblems},
+ Author = {Hairer, E. and N{\o}rsett, S.P. and Wanner, G.},
+ Publisher = {Springer},
+ Year = {1996},
+
+ Address = {Berlin},
+ Edition = {2nd},
+ Series = {Springer Series in Computational Mathematics},
+
+ Keywords = {ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Hale2008,
+ Title = {Fixed-point continuation for $\ell_1$-minimization: methodology and convergence},
+ Author = {E.T. Hale and W. Yin and Y. Zhang},
+ Journal = {SIAM J. Opt.},
+ Year = {2008},
+ Number = {3},
+ Pages = {1107--1130},
+ Volume = {19},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.30}
+}
+
+@TechReport{Hale2007,
+ Title = {A Fixed-Point Continuation Method for l1-Regularized Minimization with Applications to Compressed Sensing},
+ Author = {Hale, E.T. and Yin, Y. and Zhang, Y.},
+ Institution = {Deparment of Computational and Applied Mathematics, Rice University},
+ Year = {2007},
+ Number = {TR07-07},
+
+ Owner = {baldassarre},
+ Timestamp = {2011.11.23}
+}
+
+@InProceedings{Halemane1981,
+ Title = {{O}ptimal process design under uncertainty},
+ Author = {K.P. Halemane and I.E.Grossmann},
+ Booktitle = {74-th Annual Meeting of the {AIChE}},
+ Year = {1981},
+
+ Address = {New Orleans},
+
+ Keywords = {optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Halko2011,
+ Title = {Finding structure with randomness: Probabilistic algorithms for constructing approximate matrix decompositions},
+ Author = {Halko, Nathan and Martinsson, Per-Gunnar and Tropp, Joel A},
+ Journal = {SIAM Rev.},
+ Year = {2011},
+ Number = {2},
+ Pages = {217--288},
+ Volume = {53},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Hamdi2005,
+ Title = {Two-level primal-dual proximal decomposition technique to solve large-scale optimization problems},
+ Author = {A. Hamdi},
+ Journal = {App. Math. Comp.},
+ Year = {2005},
+ Pages = {921--938},
+ Volume = {160},
+
+ Owner = {quoctd},
+ Timestamp = {2011.11.21}
+}
+
+@Article{Hamdi2005a,
+ Title = {Decomposition for structured convex programs with smooth multiplier methods},
+ Author = {A. Hamdi},
+ Journal = {App. Math. Opt.},
+ Year = {2005},
+ Pages = {218--241},
+ Volume = {169},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Hamdi2011,
+ Title = {Decomposition methods based on augmented {L}agrangians: A survey},
+ Author = {A. Hamdi and S.K. Mishra},
+ Journal = {Topics in Nonconvex Optimization: Theory and Application},
+ Year = {2011},
+ Pages = {175--203},
+
+ File = {:Papers/Hamdi2005.pdf:PDF},
+ Owner = {quoctd},
+ Publisher = {Springer-Verlag},
+ Timestamp = {2011.11.21}
+}
+
+@Article{Han2013,
+ Title = {An {ADM}-based splitting method for separable convex programming},
+ Author = {D. Han and X. Yuan and W. Zhang and X. Cai},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2013},
+ Pages = {1--23},
+ Volume = {xx},
+
+ File = {:Papers/Han2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Article{Han1976,
+ Title = {{S}uperlinearly convergent variable-metric algorithms for general nonlinear programming problems},
+ Author = {Han, S.P.},
+ Journal = {Math. Prog.},
+ Year = {1976},
+ Pages = {263--282},
+ Volume = {11},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Han1988,
+ Title = {A {P}arallel {A}lgorithm for a {C}lass of {C}onvex {P}rograms},
+ Author = {S.P. Han and G. Lou},
+ Journal = {SIAM J. Control Opt.},
+ Year = {1988},
+ Pages = {345--355},
+ Volume = {26},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Book{Han2003,
+ Title = {Information-Spectrum Methods in Information Theory},
+ Author = {Han, T. S.},
+ Publisher = {Springer},
+ Year = {2003},
+
+ ISBN = {9783540435815},
+ Lccn = {02032398},
+ Owner = {jmscarlett}
+}
+
+@Article{Hand2006,
+ Title = {Classifier technology and the illusion of progress},
+ Author = {Hand, D.J.},
+ Journal = {Statistical Science},
+ Year = {2006},
+ Number = {1},
+ Pages = {1--14},
+ Volume = {21},
+
+ File = {hand2006classifier.pdf:Statistical Learning/hand2006classifier.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Institute of Mathematical Statistics},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Handel2014,
+ Title = {Probability in High Dimension},
+ Author = {van Handel, Ramon},
+ Year = {2014},
+ Month = jun,
+
+ Owner = {yhli},
+ Timestamp = {2014.08.20},
+ Url = {http://www.princeton.edu/~rvan/}
+}
+
+@Article{Hang2013,
+ Title = {Fast learning from $\alpha$-mixing observations},
+ Author = {Hang, H and Steinwart, I.},
+ Year = {2013},
+
+ Month = dec,
+ Note = {accepted by J. Multivar. Anal{.}},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.13}
+}
+
+@Article{Hans-Jakob2005,
+ Title = {Convex risk measures for portfolio optimization and concepts of flexibility},
+ Author = {L. Hans-Jakob and D. J\"{o}rg},
+ Journal = {Math. Program.},
+ Year = {2005},
+ Number = {2-3},
+ Pages = {541--559},
+ Volume = {104},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Hardoon2007,
+ Title = {Unsupervised analysis of fMRI data using kernel canonical correlation},
+ Author = {Hardoon, D.R. and Mourao-Miranda, J. and Brammer, M. and Shawe-Taylor, J.},
+ Journal = {NeuroImage},
+ Year = {2007},
+ Number = {4},
+ Pages = {1250--1259},
+ Volume = {37},
+
+ File = {hardoon2007unsupervised.pdf:NEURO\\hardoon2007unsupervised.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Hardoon2003,
+ Title = {Canonical correlation analysis. An overview with application to learning methods},
+ Author = {David R. Hardoon and Sandor Szedmak and John Shawe-Taylor},
+ Institution = {Royal Holloway University of London},
+ Year = {2003},
+ Number = {CSD-TR-03-02},
+ Type = {Technical Report},
+
+ File = {Hardoon03Canonical.pdf:Statistical Learning/Hardoon03Canonical.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.02.04},
+ Url = {citeseer.ist.psu.edu/583962.html}
+}
+
+@Article{HARE2012,
+ Title = {INEXACTNESS IN BUNDLE METHODS FOR LOCALLY LIPSCHITZ FUNCTIONS},
+ Author = {W. HARE and C. SAGASTIZ\'{A}BAL AND M. SOLODOV},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/HARE2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Hariharan2008,
+ Title = {Decentralized resource allocation in dynamic networks of agents},
+ Author = {L. Hariharan and F.D. Pucci},
+ Journal = {SIAM J. Opt.zation},
+ Year = {2008},
+ Number = {2},
+ Pages = {911--940},
+ Volume = {19},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Harmany2012,
+ Title = {This is {SPIRAL-TAP}: {S}parse {P}oisson {I}ntensity {R}econstruction {A}lgorithms - {T}heory and {P}ractice,},
+ Author = {Z.T. Harmany and R.F. Marcia and R. M. Willett},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2012},
+ Number = {3},
+ Pages = {1084--1096},
+ Volume = {21},
+
+ Owner = {quoctd},
+ Timestamp = {2013.03.15}
+}
+
+@InProceedings{Harris1988,
+ Title = {A Combined Corner and Edge Detector},
+ Author = {Harris, C. and Stephens, M.},
+ Booktitle = {Proc. Alvey Vision Conf.},
+ Year = {1988},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Hartigan1979,
+ Title = {A K-Means Clustering Algorithm},
+ Author = {Hartigan, J. A. and Wong, M. A.},
+ Journal = {App. Statistics},
+ Year = {1979},
+ Volume = {28},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Hartl1995,
+ Title = {{A} survey of the {M}aximum {P}rinciples for optimal control problems with state constraints},
+ Author = { Hartl, R.F. and Sethi, S.P. and Vickson, R.G.},
+ Journal = {{SIAM} Review},
+ Year = {1995},
+ Pages = {181--218},
+ Volume = {37},
+
+ File = {Hartl1995.pdf:Hartl1995.pdf:PDF},
+ Keywords = {optimal control optimality conditions indirect methods},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Hassibi1999,
+ Title = {A path following method for solving BMI problems in control},
+ Author = {A. Hassibi and J. How and S. Boyd},
+ Booktitle = {Proc. Amer. Control Conf.},
+ Year = {1999},
+ Pages = {1385--1389},
+ Volume = {2},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Hastie1995,
+ Title = {Penalized discriminant analysis},
+ Author = {Hastie, T. and Buja, A. and Tibshirani, R.},
+ Journal = {Ann. Stats..},
+ Year = {1995},
+ Number = {1},
+ Pages = {73--102},
+ Volume = {23},
+
+ File = {hastie1995penalized.pdf:Statistical Learning\\hastie1995penalized.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Institute of Mathematical Statistics},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Hastie2004,
+ Title = {The Entire Regularization Path for the Support Vector Machine},
+ Author = {Hastie, T. and Saharon, R. and Tibshirani, R. and Zhu, J.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2004},
+ Pages = {1391--1415},
+ Volume = {5},
+
+ File = {hastie2004entire.pdf:SVM\\hastie2004entire.pdf:PDF},
+ Keywords = {coefficient path,regularization,support vector machines},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Hastie2009,
+ Title = {The Elements of Statistical Learning},
+ Author = {Hastie, Trevor and Tibshirani, Robert and Friedman, Jerome},
+ Publisher = {Springer},
+ Year = {2009},
+
+ Address = {New York},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.11}
+}
+
+@InCollection{Haufe2009,
+ Title = {Estimating vector fields using sparse basis field expansions},
+ Author = {Haufe, Stefan and Nikulin, Vadim V. and Ziehe, Andreas and M\"{u}ller, Klaus-Robert and Nolte, Guido},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2009},
+ Editor = {D. Koller and D. Schuurmans and Y. Bengio and L. Bottou},
+ Pages = {617--624},
+
+ File = {haufe2009estimating.pdf:Statistical Learning/Vector-valued/haufe2009estimating.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Haverbeke2009,
+ Title = {{A} structure exploiting interior-point method for moving horizon estimation},
+ Author = {N. Haverbeke and M. Diehl and B. De Moor},
+ Booktitle = {Proc. Conf. Decision and Control},
+ Year = {2009},
+
+ Address = {Shanghai, China},
+
+ Doi = {10.1109/CDC.2009.5400804},
+ File = {HaverbekeCDC2009.pdf:HaverbekeCDC2009.pdf:PDF},
+ Keywords = {Moving Horizon Estimation optec},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5400804}
+}
+
+@InProceedings{Haverbeke2008,
+ Title = {{N}onlinear model predictive control with moving horizon state and disturbance estimation - {A}pplication to the normalization of blood glucose in the critically ill},
+ Author = {N. Haverbeke and T. Van Herpe and M. Diehl and G. Van den Berghe and B. De Moor},
+ Booktitle = {IFAC World Congress 2008 (IFAC08) (Seoul, Korea)},
+ Year = {2008},
+
+ Doi = {10.3182/20080706-5-KR-1001.01531},
+ File = {HaverbekeIFAC2008.pdf:HaverbekeIFAC2008.pdf:PDF},
+ Keywords = {Model Predictive Control, Moving Horizon Estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.ifac-papersonline.net/Detailed/37228.html}
+}
+
+@Article{He2011,
+ Title = {Alternating directions based contraction method for generally separable linearly constrained convex programming
+problems},
+ Author = {B.S. He and M. Tao and M.H. Xu and X.M. Yuan},
+ Journal = {Optimization},
+ Year = {2011},
+ Volume = {(to appear)},
+
+ File = {:Papers/He2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{He2011a,
+ Title = {Solving large-scale least squares covariance matrix problems by alternating direction methods},
+ Author = {B.S. He and M.H. Xu and X.M. Yuan},
+ Journal = {SIAM J. Matrix Anal. App.},
+ Year = {2011},
+ Pages = {136--152},
+ Volume = {32},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{He2000,
+ Title = {Alternating directions method with self-adaptive penalty parameters for monotone variational inequalities},
+ Author = {B.S. He and H. Yang and S.L. Wang},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2000},
+ Pages = {349--368},
+ Volume = {106},
+
+ Owner = {quoctd},
+ Timestamp = {2012.05.10}
+}
+
+@Article{He,
+ Title = {On convergence rate of the Douglas-Rachford operator splitting method},
+ Author = {B. He and X. Yuan},
+ Journal = {Tech. Report. (submitted to Math. Program.)},
+
+ Owner = {quoctd},
+ Timestamp = {2014.07.21}
+}
+
+@Article{He2012,
+ Title = {On the ${O}(1/n)$ convergence rate of the {D}ouglas-{R}achford alternating direction method},
+ Author = {He, B.S. and Yuan, X.M.},
+ Journal = {SIAM J. Numer. Anal.},
+ Year = {2012},
+ Pages = {700--709},
+ Volume = {50},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.20}
+}
+
+@Unpublished{He2012c,
+ Title = {On non-ergodic convergence rate of {D}ouglas-{R}achford alternating direction method of multipliers},
+ Author = {B. He and X. Yuan},
+ Note = {(submitted for publication)},
+ Year = {2012},
+
+ Comment = {submitted for publication},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{He2012d,
+ Title = {Convergence analysis of primal-dual algorithms for saddle-point problem: from contraction perspective},
+ Author = {B. He and X. Yuan},
+ Journal = {SIAM J. Imaging Sciences},
+ Year = {2012},
+ Pages = {119--149},
+ Volume = {5},
+
+ Owner = {quoctd},
+ Timestamp = {2013.07.03}
+}
+
+@Article{He2012e,
+ Title = {Forward–backward-based descent methods for composite variational inequalities},
+ Author = {B. He and X. Yuan},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2012},
+ Pages = {1--19},
+ Volume = {xx},
+
+ File = {:Papers/He2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{He2009,
+ Title = {Exploiting structure in wavelet-based Bayesian compressive sensing},
+ Author = {He, L. and Carin, L.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2009},
+ Number = {9},
+ Pages = {3488--3497},
+ Volume = {57},
+
+ File = {he2009exploiting.pdf:he2009exploiting.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Heckerm1996,
+ Title = {A Tutorial on Learning With Bayesian Networks},
+ Author = {Heckerman},
+ Institution = {Microsoft},
+ Year = {1996},
+
+ File = {A Tutorial on Learning With Bayesian Networks.pdf:Statistical Learning/A Tutorial on Learning With Bayesian Networks.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Article{Heckerman1995,
+ Title = {Learning Bayesian networks: The combination of knowledge and statistical data},
+ Author = {Heckerman, D. and Geiger, D. and Chickering, D.},
+ Journal = {Mach. Learn.},
+ Year = {1995},
+ Number = {3},
+ Pages = {197--243},
+ Volume = {20},
+
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Hedlund2002,
+ Title = {{C}onvex {D}ynamic {P}rogramming for {H}ybrid {S}ystems},
+ Author = {Hedlund, Sven and Rantzer, Anders },
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2002},
+
+ Month = sep,
+ Number = {9},
+ Pages = {1536--1540},
+ Volume = {47},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Hegde2009,
+ Title = {Compressive sensing recovery of spike trains using a structured sparsity model},
+ Author = {Hegde, C. and Duarte, M. and Cevher, V.},
+ Booktitle = {Sig. Proc. with Adapative Sparse Struct. Rep. (SPARS)},
+ Year = {2009},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Hein2004,
+ Title = {Kernels, Associated Structures and Generalizations},
+ Author = {Hein, M. and Bousquet, O.},
+ Institution = {Max Planck Institute for Biological Cybernetics},
+ Year = {2004},
+ Month = {July},
+ Number = {127},
+
+ File = {hein04kernels.pdf:Statistical Learning/hein04kernels.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.06.27}
+}
+
+@Article{Heinkenschloss2001,
+ Title = {{A}nalysis of {I}nexact {T}rust-{R}egion {SQP} {A}lgorithms},
+ Author = {M. Heinkenschloss and L.N. Vicente},
+ Journal = {{SIAM} J. Opt.},
+ Year = {2001},
+ Number = {2},
+ Pages = {283--302},
+ Volume = {12},
+
+ Keywords = {SQP optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Helbig1998,
+ Title = {{M}odel {P}redictive {C}ontrol for {O}n-line {O}ptimization of {S}emi-batch {R}eactors},
+ Author = {Helbig, A. and Abel, O. and Marquardt, W.},
+ Booktitle = accc,
+ Year = {1998},
+
+ Address = {Philadelphia},
+ Pages = {1695--1699 },
+
+ Keywords = {optimal control NMPC chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Henrion2005,
+ Title = {Solving polynomial static output feedback problems with PENBMI},
+ Author = {D. Henrion and J. Loefberg and M. Kocvara and M. Stingl},
+ Booktitle = {Proc. IEEE Conf. Decision Control and Europ. Control Conf.},
+ Year = {2005},
+
+ Address = {Sevilla, Spain},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@InCollection{Henrion2001,
+ Title = {{O}ptimal {C}ontrol of a {C}ontinuous {D}estillation {P}rocess {U}nder {P}robabilistic {C}onstraints},
+ Author = {R. Henrion and P. Li and A. Moeller and M. Wendt and G. Wozny},
+ Booktitle = {Online {O}ptimization of {L}arge {S}cale Systems: {S}tate of the {A}rt},
+ Publisher = {Springer},
+ Year = {2001},
+ Editor = {M. Gr\"otschel and S.O. Krumke and J. Rambau},
+ Pages = {499--520},
+
+ File = {Henrion2001.pdf:Henrion2001.pdf:PDF},
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Henson1998,
+ Title = {{N}onlinear {M}odel {P}redictive {C}ontrol: {C}urrent {S}tatus and {F}uture {D}irections},
+ Author = {Henson, M.A.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1998},
+ Pages = {187--202},
+ Volume = {23},
+
+ File = {Henson1998.pdf:Henson1998.pdf:PDF},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Conference{Herbster2005,
+ Title = {Online learning over graphs},
+ Author = {Herbster, M. and Pontil, M. and Wainer, L.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2005},
+ Organization = {ACM},
+ Pages = {305--312},
+
+ File = {herbster2005online.pdf:Statistical Learning\\herbster2005online.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Herpe2007,
+ Title = {{G}lycemia {P}rediction in {C}ritically {I}ll {P}atients {U}sing an {A}daptive {M}odeling {A}pproach},
+ Author = {T. Van Herpe and M. Espinoza and N. Haverbeke and B. De Moor and G. Van den Berghe},
+ Journal = {J. Diabetes Sci. Tech.},
+ Year = {2007},
+
+ Month = May,
+ Pages = {348--356},
+ Volume = {1},
+
+ Issue = {3},
+ Keywords = {optec},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Hertog1992,
+ Title = {Interior point approach to linear, quadratic and convex programming: {A}lgorithms and complexity},
+ Author = {D.D. Hertog},
+ School = {Delf University},
+ Year = {1992},
+
+ Address = {Netherland},
+ Type = {PhD Thesis},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Book{Hestenes1952a,
+ Title = {Methods of conjugate gradients for solving linear systems},
+ Author = {Hestenes, M. and Stiefel, E.},
+ Publisher = {NBS},
+ Year = {1952},
+ Volume = {49},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Hestenes1969,
+ Title = {Multiplier and gradient methods},
+ Author = {Hestenes, M. R.},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1969},
+ Note = {10.1007/BF00927673},
+ Pages = {303-320},
+ Volume = {4},
+
+ ISSN = {0022-3239},
+ Issue = {5},
+ Keyword = {Mathematics and Statistics},
+ Owner = {quoctd},
+ Publisher = {Springer Netherlands},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/BF00927673}
+}
+
+@PhdThesis{Heusinger2009,
+ Title = {Numerical Methods for the Solution of the Generalized {N}ash Equilibrium Problem},
+ Author = {A. Von Heusinger},
+ School = {Universit\"{a}t W\"{u}rzburg, Institut f\"{u}r Mathematik},
+ Year = {2009},
+ Type = {PhD Thesis},
+
+ File = {:Theses/PhDThesisvonHeusinger2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Article{Hicks1971,
+ Title = {{A}pproximation methods for optimal control systems},
+ Author = {Hicks, G.A. and W.H. Ray},
+ Journal = {Can. J. Chem. Engng.},
+ Year = {1971},
+ Pages = {522--528},
+ Volume = {49},
+
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Hindmarsh2005,
+ Title = {{SUNDIALS}: Suite of Nonlinear and Differential/Algebraic Equation Solvers},
+ Author = {Hindmarsh, A.C. and Brown, P.N. and Grant, K.E. and Lee, S.L. and Serban, R. and Shumaker, D.E. and Woodward,C.S.},
+ Journal = {{ACM} Trans. Math. Software},
+ Year = {2005},
+ Pages = {363--396},
+ Volume = {31},
+
+ File = {:/home/janderss/common/optec_bib/pdf/Hindmarsh2005.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Hindmarsh1980,
+ Title = {{LSODE} and {LSODI}, two new initial value ordinary differential equation solvers},
+ Author = {Hindmarsh, A. C.},
+ Journal = {{ACM}-SIGNUM Newsletter},
+ Year = {1980},
+ Pages = {10--11},
+ Volume = {15},
+
+ Keywords = {ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Hinsberger1998,
+ Title = {{E}in direktes {M}ehrzielverfahren zur {L}\"osung von {O}p\-ti\-mal\-steue\-rungs\-pro\-ble\-men mit grossen, differential--algebraischen {G}leichungssystemen und {A}nwendungen aus der {V}erfahrenstechnik},
+ Author = {Hinsberger, H.},
+ School = {Technische Universit\"at Clausthal},
+ Year = {1998},
+
+ Keywords = {optimal control DAE collocation multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Hinsberger1996,
+ Title = {{O}ptimal temperature control of semibatch polymerization reactors},
+ Author = {Hinsberger, H. and S. Miesbach and H.J. Pesch},
+ Booktitle = {Scientific Computing in Chemical Engineering},
+ Year = {1996},
+
+ Address = {Heidelberg},
+ Editor = {F. Keil and W. Mackens and H. Voss and J. Werther},
+ Publisher = {Springer},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{HiriartUrruty2010,
+ Title = {A Variational Approach to Copositive Matrices},
+ Author = {J.-B. Hiriart-Urruty and A. Seeger},
+ Journal = {SIAM Rev.},
+ Year = {2010},
+ Number = {4},
+ Pages = {593--629},
+ Volume = {52},
+
+ File = {:Papers/Hiriart-Urruty2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Book{Hjorth1994,
+ Title = {Computer intensive statistical methods: Validation model selection and bootstrap},
+ Author = {Hjorth, J.S.U.},
+ Publisher = {Chapman \& Hall/CRC},
+ Year = {1994},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.02.22}
+}
+
+@Article{Hoeffding1963,
+ Title = {Probability inequalities for sums of bounded random variables},
+ Author = {Hoeffding, W.},
+ Journal = {J. Amer. Stat. Assoc.},
+ Year = {1963},
+ Number = {301},
+ Pages = {13--30},
+ Volume = {58},
+
+ File = {hoeffding1963probability.pdf:Statistics/hoeffding1963probability.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {JSTOR},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Hoeffding1948,
+ Title = {A class of statistics with asymptotically normal distribution},
+ Author = {Hoeffding, Wassily},
+ Journal = {Ann. Math. Stat.},
+ Year = {1948},
+ Number = {3},
+ Pages = {293--325},
+ Volume = {19},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.13}
+}
+
+@Article{Hoerl1970,
+ Title = {Ridge regression: biased estimation for nonorthogonal problems},
+ Author = {Hoerl, A. E. and Kennard, R. W.},
+ Journal = {Technometrics},
+ Year = {1970},
+ Pages = {27-51},
+ Volume = {8},
+
+ Owner = {baldazen},
+ Timestamp = {2008.06.27}
+}
+
+@InBook{Hol2005,
+ Title = {Positive Polynomials in Control},
+ Author = {C.W.J. Hol and C.W. Scherer},
+ Chapter = {A sum-of-squares approach to fixed-order {H}-infinity synthesis},
+ Editor = {D. Henrion and A. Garulli},
+ Pages = {45--71},
+ Publisher = {Springer-Verlag},
+ Year = {2005},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Book{Holl1966,
+ Title = {{U}nsteady {S}tate {P}rocesses with {A}ppliacation in {M}ulticomponent {D}istillation},
+ Author = {Charles D. Holland},
+ Publisher = {Prentice {H}all},
+ Year = {1966},
+
+ Address = {Englewood Cliffs, NJ},
+
+ Keywords = {chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Holmberg2001,
+ Title = {Experiments with primal-dual decomposition and subgradient methods for the uncapacitated facility location problem},
+ Author = {K. Holmberg},
+ Journal = {Optimization},
+ Year = {2001},
+ Number = {5--6},
+ Pages = {495--516},
+ Volume = {49},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Holmberg2006,
+ Title = {Mean value cross decomposition for nonlinear convex problem},
+ Author = {K. Holmberg and K.C. Kiwiel},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2006},
+ Number = {3},
+ Pages = {401--417},
+ Volume = {21},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Holtz2012,
+ Title = {Structured Matrices, Continued Fractions, and Root Localization of Polynomials},
+ Author = {O. Holtz and M. Tyaglov},
+ Journal = {SIAM Rev.},
+ Year = {2012},
+ Number = {3},
+ Pages = {421--509},
+ Volume = {54},
+
+ File = {:Papers/Holtz2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Hong1992,
+ Title = {Rank-revealing factorizations and the singular value decomposition},
+ Author = {Hong, Yoo Pyo and Pan, C-T},
+ Journal = {Math. Comp.},
+ Year = {1992},
+ Number = {197},
+ Pages = {213--232},
+ Volume = {58},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Honorio2014,
+ Title = {A unified framework for consistency of regularized loss minimizers},
+ Author = {Honorio, Jean and Jaakkola, Tommi},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2014},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.13}
+}
+
+@Article{Hooker1965,
+ Title = {{T}he {D}ynamical {A}ttitude {E}quations for an n-{B}ody {S}atellite},
+ Author = {William W. Hooker and G. Margulies},
+ Journal = {The Journal of the Astronautical Science},
+ Year = {1965},
+ Pages = {123--128},
+ Volume = {VII, No. 4},
+
+ File = {HookerMargulies1965.pdf:HookerMargulies1965.pdf:PDF},
+ Owner = {qtrandin},
+ Timestamp = {2009.08.21}
+}
+
+@Article{Hoory2006,
+ Title = {Expander graphs and their applications},
+ Author = {Hoory, Shlomo and Linial, Nathan and Wigderson, Avi},
+ Journal = {Bull. Amer. Math. Soc},
+ Year = {2006},
+
+ Month = oct,
+ Number = {4},
+ Pages = {439--561},
+ Volume = {43},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.26}
+}
+
+@Book{Horn1985,
+ Title = {Matrix Analysis},
+ Author = {Horn, Roger A. and Johnson, Charles R.},
+ Publisher = {Cambridge Univ. Press},
+ Year = {1985},
+
+ Address = {Cambridge, UK},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.04}
+}
+
+@Book{Hosmer2005,
+ Title = {{A}pplied {L}ogistic {R}egression},
+ Author = {D. W. Hosmer and S. Lemeshow},
+ Publisher = {John Wiley and Sons},
+ Year = {2005},
+
+ Owner = {quoctd},
+ Timestamp = {2014.10.03}
+}
+
+@Misc{Hossain2002,
+ Title = {{G}raph coloring in the estimation of mathematical derivatives},
+
+ Author = {Hossain, S. and Steihaug, T.},
+ Year = {2002},
+
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {citeseer.ist.psu.edu/hossain02graph.html}
+}
+
+@Misc{Hossain1997,
+ Title = {{C}omputing a sparse {J}acobian matrix by rows and columns},
+
+ Author = {Hossain, S. and Steihaug, T.},
+ Year = {1997},
+
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Hotelling1936,
+ Title = {Relations between two sets of variates},
+ Author = {Hotelling, Harold},
+ Journal = {Biometrika},
+ Year = {1936},
+ Number = {3-4},
+ Pages = {321-377},
+ Volume = {28},
+
+ Doi = {10.1093/biomet/28.3-4.321},
+ Eprint = {http://biomet.oxfordjournals.org/cgi/reprint/28/3-4/321.pdf},
+ Owner = {baldazen},
+ Timestamp = {2008.06.26},
+ Url = {http://biomet.oxfordjournals.org}
+}
+
+@Article{Hsia2012,
+ Title = {On {RIC} bounds of Compressed Sensing Matrices for Approximating Sparse Solutions Using $l_q$ Quasi Norms},
+ Author = {Y. Hsia and R.L. Sheu},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Hsia2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@InProceedings{Hsieh2013,
+ Title = {BIG \& QUIC: Sparse inverse covariance estimation for a million variables},
+ Author = {Hsieh, C. and Sustik, M. and Dhillon, I. and Ravikumar, P. and Poldrack, R.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2013},
+ Pages = {3165--3173},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Hsieh2011,
+ Title = {Sparse inverse covariance matrix estimation using quadratic approximation},
+ Author = {C. J. Hsieh and M.A. Sustik and I.S. Dhillon and P. Ravikumar},
+ Journal = {Advances in Neutral Information Processing Systems},
+ Year = {2011},
+ Pages = {1--18},
+ Volume = {24},
+
+ Owner = {quoctd},
+ Timestamp = {2012.11.23}
+}
+
+@Article{Hsu2002,
+ Title = {A comparison of methods for multiclass support vector machines},
+ Author = {Chih-Wei Hsu and Chih-Jen Lin},
+ Journal = {IEEE Trans. Neur. Nets.},
+ Year = {2002},
+
+ Month = {March},
+ Number = {2},
+ Pages = {415--425},
+ Volume = {13},
+
+ Doi = {10.1109/72.991427},
+ File = {HsuLin02MulticlassSVM.pdf:Statistical Learning/Multiclass/HsuLin02MulticlassSVM.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.27}
+}
+
+@Article{Huang2010,
+ Title = {The benefit of group sparsity},
+ Author = {Huang, J. and Zhang, T.},
+ Journal = {Ann. Stats..},
+ Year = {2010},
+ Number = {4},
+ Pages = {1978--2004},
+ Volume = {38},
+
+ Owner = {jmscarlett},
+ Publisher = {Institute of Mathematical Statistics},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Huang2011,
+ Title = {Learning with structured sparsity},
+ Author = {Huang, J. and Zhang, T. and Metaxas, D.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2011},
+ Pages = {3371--3412},
+ Volume = {12},
+
+ File = {huang2011learning.pdf:huang2011learning.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {JMLR. org},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Huang2009,
+ Title = {Learning with structured sparsity},
+ Author = {Huang, J. and Zhang, T. and Metaxas, D.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2009},
+ Organization = {ACM},
+ Pages = {417--424},
+
+ File = {:/Users/baldassarre/Dropbox/Scienza/Statistical Learning/SPARSITY/huang2009learning.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Huang2012a,
+ Title = {Singing-voice separation from monaural recordings using robust principal component analysis},
+ Author = {Huang, Po-Sen and Chen, Scott Deeann and Smaragdis, Paris and Hasegawa-Johnson, Mark},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2012},
+ Organization = {IEEE},
+ Pages = {57--60},
+
+ File = {huang2012singing.pdf:huang2012singing.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Huber2009,
+ Title = {Robust Statistics},
+ Author = {Huber, Peter J. and Ronchetti, Elvezio M.},
+ Publisher = {John Wiley \& Sons},
+ Year = {2009},
+
+ Address = {Hoboken, NJ},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@PhdThesis{Huo1999,
+ Title = {Sparse image representation via combined transforms},
+ Author = {Huo, X.},
+ School = {stanford university},
+ Year = {1999},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Ibaraki1988,
+ Title = {{R}esource {A}llocation {P}roblems: {A}lgorithmic {A}pproaches, {F}oundations of {C}omputing},
+ Author = {T. Ibaraki and N. Katoh},
+ Publisher = {The MIT Press},
+ Year = {1988},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Ierapetritou1996,
+ Title = {{A}n {O}ptimization {A}pproach for {P}rocess {E}ngineering {P}roblems {U}nder {U}ncertainty},
+ Author = {M.G. Ierapetritou and J. Acevedo and E.N. Pistikopoulos},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1996},
+ Pages = {703--709},
+ Volume = {20},
+
+ Keywords = {optimal control robust chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Indyk2011,
+ Title = {K-median clustering, model-based compressive sensing, and sparse recovery for earth mover distance},
+ Author = {Indyk, P. and Price, E.},
+ Booktitle = {Proc. ACM Symp. on Theory of Computing},
+ Year = {2011},
+ Organization = {ACM},
+ Pages = {627--636},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InCollection{Indyk2013,
+ Title = {On model-based RIP-1 matrices},
+ Author = {Indyk, P. and Razenshteyn, I.},
+ Booktitle = {Automata, Languages, and Programming},
+ Publisher = {Springer},
+ Year = {2013},
+ Pages = {564--575},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Instruments2004,
+ Title = {{D}erive},
+ Author = {Texas Instruments},
+ Publisher = {Texas Instruments, Inc.},
+ Year = {2004},
+
+ Address = {Housten, Texas},
+ Edition = {6.0},
+
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Isaacs1965,
+ Title = {Differential Games},
+ Author = {R. Isaacs},
+ Publisher = {John Wiley and Sons},
+ Year = {1965},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Isidori1995,
+ Title = {{N}onlinear {C}ontrol {S}ystems},
+ Author = {Isidori, A.},
+ Publisher = {Springer-Verlag},
+ Year = {1995},
+
+ Address = {Berlin},
+ Edition = {3.},
+
+ Key = {isidorif},
+ Keywords = {optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Istratescu1981,
+ Title = {Fixed Point Theory},
+ Author = {Istr\v{a}\c{t}escu, Vasile I.},
+ Publisher = {D. Reidel},
+ Year = {1981},
+
+ Address = {Dordrecht},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.23}
+}
+
+@Article{Iusem1997,
+ Title = {A variant of {K}orpelevich’s method for variational inequalities with a new search strategy},
+ Author = {A.N. Iusem and B.F. Svaiter},
+ Journal = {Optimization},
+ Year = {1997},
+ Number = {4},
+ Pages = {309--321},
+ Volume = {42},
+
+ File = {:Papers/Iusem1997.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Book{Ivanov1976,
+ Title = {The theory of approximate methods and their application to the numerical solution of singular integral equations},
+ Author = {Ivanov, V.V. and Anderssen, RS},
+ Publisher = {Springer},
+ Year = {1976},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.02.08}
+}
+
+@Article{Izenman1975,
+ Title = {Reduced-rank regression for the multivariate linear model},
+ Author = {Izenman, A. J.},
+ Journal = {J. Multiv. Anal.},
+ Year = {1975},
+ Pages = {248-264},
+ Volume = {5},
+
+ Owner = {baldazen},
+ Timestamp = {2008.06.27}
+}
+
+@Article{Izhikevich2003,
+ Title = {Simple model of spiking neurons},
+ Author = {Izhikevich, E. and others},
+ Journal = {IEEE Trans. Neur. Net.},
+ Year = {2003},
+ Number = {6},
+ Pages = {1569--1572},
+ Volume = {14},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Jaehnich1998,
+ Title = {{L}ineare {A}lgebra},
+ Author = {Klaus J\"ahnich},
+ Publisher = {Springer},
+ Year = {1998},
+
+ Address = {Heidelberg},
+ Edition = {4},
+ Note = {Ein Buch mit vielen graphischen Veranschaulichungen, empfehlen wir zur Nacharbeitung des Stoffes in Linearer Algebra.},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Juenger2004,
+ Title = {{C}ombinatorial {O}ptimization and {I}nteger {P}rogramming},
+ Author = {M. J\"unger and G. Reinelt},
+ Booktitle = {Encyclopedia of Life Support Systems {EOLSS}, 6.5: {O}ptimization and Oper. Res.},
+ Publisher = {{EOLSS} {P}ublishers},
+ Year = {2004},
+ Editor = {U. Derigs},
+ Pages = {321--327},
+
+ Keywords = {integer programming},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Jacob2008,
+ Title = {Clustered Multi-Task Learning: A Convex Formulation},
+ Author = {Jacob,L. and Bach, F. and Vert, J.P.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2008},
+
+ File = {:Statistical Learning/Multitask/jacob08clusteredmtl.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2009.01.28}
+}
+
+@InProceedings{Jacob2009,
+ Title = {Group Lasso with overlap and graph Lasso},
+ Author = {Jacob, L. and Obozinski, G. and Vert, J.P.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2009},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Jadbabaie2005,
+ Title = {On the stability of receding horizon control with a general terminal cost},
+ Author = {A. Jadbabaie and J. Hauser},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2005},
+ Number = {5},
+ Pages = {674--678},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08},
+ Volumne = {50}
+}
+
+@Article{Jaddu2002,
+ Title = {Direct solution of nonlinear optimal control problems using quasi-linearization and Chebyshev polynomials},
+ Author = {H. Jaddu},
+ Journal = {J. Franklin Inst.},
+ Year = {2002},
+ Pages = {479--498},
+ Volume = {339},
+
+ File = {:Papers/Jaddu2002.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.07}
+}
+
+@Article{Jaeger1997,
+ Title = {Global convergence of inexact reduced SQP methods},
+ Author = {Jaeger, H. and Sachs, E.W.},
+ Journal = {Opt. Methods and Softw.},
+ Year = {1997},
+ Number = {2},
+ Pages = {83-110},
+ Volume = {7},
+
+ Doi = {10.1080/10556789708805646},
+ Eprint = {http://www.tandfonline.com/doi/pdf/10.1080/10556789708805646},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.tandfonline.com/doi/abs/10.1080/10556789708805646}
+}
+
+@Article{Jafarpour2009,
+ Title = {Efficient and robust compressed sensing using optimized expander graphs},
+ Author = {Jafarpour, S. and Xu, W. and Hassibi, B. and Calderbank, R.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2009},
+ Number = {9},
+ Pages = {4299--4308},
+ Volume = {55},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Jaganathan2013,
+ Title = {Sparse Phase Retrieval: Uniqueness Guarantees and Recovery Algorithms},
+ Author = {Jaganathan, K. and Oymak, S. and Hassibi, B.},
+ Journal = {arXiv preprint arXiv:1311.2745},
+ Year = {2013},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Jaggi2013,
+ Title = {{R}evisiting {F}rank-{W}olfe: {P}rojection-{F}ree {S}parse {C}onvex {O}ptimization},
+ Author = {M. Jaggi},
+ Journal = {JMLR W\&CP},
+ Year = {2013},
+ Number = {1},
+ Pages = {427--435},
+ Volume = {28},
+
+ Owner = {quoctd},
+ Timestamp = {2014.07.02}
+}
+
+@InProceedings{Jain2010,
+ Title = {Guaranteed rank minimization via singular value projection},
+ Author = {Jain, Prateek, Meka, Raghu and Dhillon, Inderjit},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2010},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.18}
+}
+
+@Article{Jakovetic2011,
+ Title = {Fast distributed gradient methods},
+ Author = {Jakoveti\'{c}, D., Xavier, J. and Moura, J.M.F.},
+ Journal = {http://arxiv.org/abs/1112.2972},
+ Year = {2011},
+ Pages = {1--32},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.07}
+}
+
+@InProceedings{Jalali2011,
+ Title = {On learning discrete graphical models using group-sparse regularization},
+ Author = {Jalali, A. and Ravikumar, P. and Vasuki, V. and Sanghavi, S.},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2011},
+ Pages = {378--387},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Jalali2012a,
+ Title = {Clustering using max-norm constrained optimization},
+ Author = {A. Jalali and N. Srebro},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2012},
+ Pages = {1--17},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Unpublished{Jalali2012,
+ Title = {From compression to compressed sensing},
+ Author = {Shirin Jalali and Arian Maleki},
+ Note = {http://arxiv.org/abs/1212.4210},
+
+ Month = {Dec.},
+ Year = {2012},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.30}
+}
+
+@Article{Jalali2014,
+ Title = {Minimum Complexity Pursuit for Universal Compressed Sensing},
+ Author = {Jalali, S. and Maleki, A and Baraniuk, R.G.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2014},
+
+ Month = {April},
+ Number = {4},
+ Pages = {2253-2268},
+ Volume = {60},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Unpublished{Jalali2014a,
+ Title = {Universal Compressed Sensing of {M}arkov Sources},
+ Author = {Shirin Jalali and H. Vincent Poor},
+ Note = {http://arxiv.org/abs/1406.7807},
+
+ Month = {June},
+ Year = {2014},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.30}
+}
+
+@InProceedings{James1961,
+ Title = {Estimation with quadratic loss},
+ Author = {James, W. and Stein, Charles},
+ Booktitle = {Proc. Berkeley Symp. Math. Stats. Prob.},
+ Year = {1961},
+ Pages = {361--379},
+ Publisher = {Univ. Calif. Press},
+ Volume = {1},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.07}
+}
+
+@Electronic{Jarre2003a,
+ Title = {On an approximation of the Hessian of the Lagrangian},
+ Author = {F. Jarre},
+ HowPublished = {Optimization Online},
+ Url = {http://www.optimization$-$online.org/DB\_HTML/2003/12/800.html},
+ Year = {2003},
+
+ File = {:Papers/Jarre2003.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.07}
+}
+
+@InProceedings{Jegelka2011,
+ Title = {On fast approximate submodular minimization.},
+ Author = {Jegelka, S. and Lin, H. and Bilmes, J.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2011},
+ Pages = {460--468},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Jenatton2011c,
+ Title = {Structured Variable Selection with Sparsity-Inducing Norms},
+ Author = {Jenatton, R. and Audibert, J.-Y. and Bach, F.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2011},
+ Pages = {2777-2824},
+ Volume = {12},
+
+ File = {jenatton2011structured.pdf:Statistical Learning\\SPARSITY\\jenatton2011structured.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Jenatton2011,
+ Title = {Multi-scale Mining of fMRI Data with Hierarchical Structured Sparsity},
+ Author = {Jenatton, R. and Gramfort, A. and Michel, V. and Obozinski, G. and Bach, F. and Thirion, B.},
+ Booktitle = {Pattern Recognition in NeuroImaging (PRNI)},
+ Year = {2011},
+
+ Doi = {10.1109/PRNI.2011.15},
+ File = {jenatton2011multiscale.pdf:NEURO\\jenatton2011multiscale.pdf:PDF},
+ Keywords = {cognitive information;fMRI data;feature agglomeration;functional magnetic resonance imaging data;hierarchical structured sparsity;inverse inference;multiscale mining;univariate feature selection;biomedical MRI;data mining;medical image processing;},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Jenatton2011a,
+ Title = {Proximal Methods for Hierarchical Sparse Coding},
+ Author = {Jenatton, R. and Mairal, J. and Obozinski, G. and Bach, F.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2011},
+ Pages = {2297-2334},
+ Volume = {12},
+
+ File = {jenatton2011proximal.pdf:Statistical Learning/SPARSITY/jenatton2011proximal.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2012.05.14}
+}
+
+@Misc{Jensen2004,
+ Title = {A Bayesian Clustering Model for Transcription Factor Binding Motifs},
+
+ Author = {Shane T. Jensen and Jun S. Liu},
+ HowPublished = {Poster},
+ Year = {2004},
+
+ File = {JensenLiu2004.pdf:BIO/JensenLiu2004.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.13}
+}
+
+@Article{Jensen2012,
+ Title = {Implementation of an optimal first-order method for strongly convex total variation regularization},
+ Author = {Jensen, T.L. and J{\o}rgensen, J.H. and Hansen, P.C. and Jensen, S.H.},
+ Journal = {BIT Numer. Math.},
+ Year = {2012},
+ Pages = {329-356},
+ Volume = {52},
+
+ Doi = {10.1007/s10543-011-0359-8},
+ File = {Jensen2012.pdf:Jensen2012.pdf:PDF},
+ ISSN = {0006-3835},
+ Issue = {2},
+ Keywords = {Optimal first-order optimization methods; Strong convexity; Total variation regularization; Tomography; 65K10; 65R32},
+ Language = {English},
+ Owner = {quoctd},
+ Publisher = {Springer Netherlands},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/s10543-011-0359-8}
+}
+
+@Article{Ji2009a,
+ Title = {Multi-label multiple kernel learning},
+ Author = {Ji, S. and Sun, L. and Jin, R. and Ye, J.},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2009},
+ Volume = {21},
+
+ File = {ji2009multi.pdf:Statistical Learning\\Kernel Learning\\ji2009multi.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Citeseer},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Ji2009,
+ Title = {An accelerated gradient method for trace norm minimization},
+ Author = {Ji, S. and Ye, J.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2009},
+ Organization = {ACM},
+ Pages = {457--464},
+
+ File = {ji2009accelerated.pdf:Optimization/ji2009accelerated.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Jiang2012,
+ Title = {An Inexact accelerated proximal gradient method for large scale linearly constrained convex {SDP}},
+ Author = {K. Jiang and D. Sun and K.C. Toh},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {3},
+ Pages = {1042--1064},
+ Volume = {22},
+
+ File = {:Papers/Jiang2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{Jiang2014,
+ Title = {Minimax optimal rates for {P}oisson inverse problems with physical constraints},
+ Author = {Jiang, Xin and Raskutti, Garvesh and Willett, Rebecca},
+ Year = {2014},
+ Note = {arXiv:1403.6532v1 [math.ST]},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.18}
+}
+
+@Article{Jin2011,
+ Title = {Limits on Support Recovery of Sparse Signals via Multiple-Access Communication Techniques},
+ Author = {Yuzhe Jin and Young-Han Kim and Rao, B.D.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2011},
+
+ Month = {Dec},
+ Number = {12},
+ Pages = {7877-7892},
+ Volume = {57},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@PhdThesis{Johansson2008,
+ Title = {{O}n {D}istributed {O}ptimization in {N}etworked {S}ystems},
+ Author = {B. Johansson},
+ School = {Automatic Control Laboratory, School of Electrical Engineering, Royal Institute of Technology (KTH)},
+ Year = {2008},
+
+ Address = {SE-100 44 Stockholm, Sweden},
+ Type = {PhD Thesis},
+
+ Owner = {quoctd},
+ Timestamp = {2012.10.11}
+}
+
+@InProceedings{Johansson2009,
+ Title = {Distributed non-smooth resource allocation over a network},
+ Author = {B. Johansson and M. Johansson},
+ Booktitle = {Proc. IEEE conference on Decision and Control},
+ Year = {2009},
+ Pages = {1678--1683},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Johansson2009a,
+ Title = {A randomized incremental subgradient method for distributed optimization in networked systems},
+ Author = {Johansson, B. and Rabi, M. and Johansson, M.},
+ Journal = {SIAM J. Opt.zation},
+ Year = {2009},
+ Number = {3},
+ Pages = {1157--1170},
+ Volume = {20},
+
+ Owner = {quoctd},
+ Timestamp = {2012.08.17}
+}
+
+@Book{Johnson2005,
+ Title = {Univariate Discrete Distributions},
+ Author = {Johnson, Norman L. and Kemp, Adrienne W. and Kotz, Samuel},
+ Publisher = {Wiley-Intersci.},
+ Year = {2005},
+
+ Address = {Hoboken, NJ},
+ Edition = {third},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.22}
+}
+
+@Article{Johnstone2001,
+ Title = {On the distribution of the largest eigenvalue in principal components analysis},
+ Author = {Johnstone, I.},
+ Journal = {Annals of statistics},
+ Year = {2001},
+ Pages = {295--327},
+
+ Owner = {jmscarlett},
+ Publisher = {JSTOR},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Jojic2011,
+ Title = {Convex envelopes of complexity controlling penalties: the case against premature envelopment},
+ Author = {Jojic, Vladimir and Saria, Suchi and Koller, Daphne},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2011},
+ Pages = {399--406},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Misc{Jones2001,
+ Title = {{SciPy}: Open source scientific tools for {Python}},
+
+ Author = {Eric Jones and Travis Oliphant and Pearu Peterson and others},
+ Year = {2001--},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.scipy.org/}
+}
+
+@Article{Jordan2013,
+ Title = {On statistics, computation and scalability},
+ Author = {Jordan, Michael I.},
+ Journal = {Bernoulli},
+ Year = {2013},
+ Number = {4},
+ Pages = {1378--1390},
+ Volume = {19},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.02}
+}
+
+@Article{Jordan1999,
+ Title = {An Introduction to Variational Methods for Graphical Models},
+ Author = {Michael I. Jordan and Zoubin Ghahramani and Tommi Jaakkola and Lawrence K. Saul},
+ Journal = {Mach. Learn.},
+ Year = {1999},
+ Pages = {183-233},
+ Volume = {37},
+
+ File = {:Statistical Learning/jordan98introduction.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26},
+ Url = {citeseer.ist.psu.edu/jordan98introduction.html}
+}
+
+@Article{Jordan1935,
+ Title = {On inner products in linear, metric spaces},
+ Author = {Jordan, P. and v. Neumann, J.},
+ Journal = {Ann. Math.},
+ Year = {1935},
+
+ Month = jul,
+ Number = {3},
+ Pages = {719--723},
+ Volume = {36},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.14}
+}
+
+@Article{Joseph1961,
+ Title = {{O}n {L}inear {C}ontrol {T}heory},
+ Author = {P.D. Joseph and J.T. Tou},
+ Journal = {AIEE Trans.},
+ Year = {1961},
+ Number = {18},
+ Volume = {80},
+
+ Key = {Part II},
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Journee2010,
+ Title = {Generalized power method for sparse principal component analysis},
+ Author = {M. Journ\'{e}e and Y. Nesterov and P. Richt\'{a}rik and R. Sepulchre},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2010},
+ Pages = {517--553},
+ Volume = {11},
+
+ File = {:Papers/Journee2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Juang1991,
+ Title = {Hidden Markov models for speech recognition},
+ Author = {Juang, Biing-Hwang and Rabiner, Laurence R},
+ Journal = {Technometrics},
+ Year = {1991},
+ Number = {3},
+ Pages = {251--272},
+ Volume = {33},
+
+ File = {juang1991hmm.pdf:juang1991hmm.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Taylor \& Francis},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Juditsky2013,
+ Title = {Randomized first order algorithms with applications to $l_1$-minimization},
+ Author = {A. Juditsky and F.K. Karzan and A. Nemirovski},
+ Journal = {Math. Program.},
+ Year = {2013},
+ Pages = {1--42},
+ Volume = {xx},
+
+ File = {:Papers/Juditsky2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Article{Juditsky2000,
+ Title = {Functional aggregation for nonparametric regression},
+ Author = {Juditsky, Anatoli and Nemirovski, Arkadii},
+ Journal = {Ann. Stats.},
+ Year = {2000},
+ Number = {3},
+ Pages = {681--712},
+ Volume = {28},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.05}
+}
+
+@Article{Juditsky2014,
+ Title = {Deterministic and stochastic primal-dual subgradient algorithms for uniformly convex minimization},
+ Author = {Juditsky, Anatoli and Nesterov, Yuri},
+ Journal = {Stoch. Syst.},
+ Year = {2014},
+ Number = {0},
+ Pages = {1--37},
+ Volume = {4},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.19}
+}
+
+@Article{Juditsky2010,
+ Title = {Primal-dual subgradient methods for minimizing uniformly convex function},
+ Author = {A. Juditsky and Y. Nesterov},
+ Journal = {CORE Discussion Paper},
+ Year = {2010},
+ Pages = {1--29},
+ Volume = {August},
+
+ File = {:Papers/Juditsky2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@InProceedings{Julier1995,
+ Title = {{N}avigation and {P}arameter {E}stimation of {H}igh {S}peed {R}oad {V}ehicles},
+ Author = {S.J. Julier and H.F. Durrant-Whyte},
+ Booktitle = {Robotics and Automation Conference},
+ Year = {1995},
+
+ Address = {Nagoya},
+ Pages = {101--105},
+
+ Keywords = {parameter estimation mechanics},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Julier2004,
+ Title = {{U}nscented filtering and nonlinear estimation},
+ Author = {Julier, S.J. and Uhlmann, J.K.},
+ Journal = {Proc. IEEE},
+ Year = {2004},
+ Number = {3},
+ Pages = { 401- 422},
+ Volume = {92},
+
+ Keywords = {parameter estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Julier2002,
+ Title = {{T}he scaled unscented transformation},
+ Author = {Julier, S.J. and Uhlmann, J.K.},
+ Booktitle = {Proc. Amer. Control Conf.},
+ Year = {2002},
+ Pages = {4555--4559},
+
+ Keywords = {parameter estimation mechanics},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Julier2000,
+ Title = {{A} new method for the nonlinear transformation of means and covariances in filters and estimators},
+ Author = {S.J. Julier and J.K. Uhlmann and H.F. Durrant-Whyte},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2000},
+ Pages = {477--482},
+ Volume = {45},
+
+ File = {:Julier2000.pdf:PDF},
+ Keywords = {parameter estimation mechanics, unscented Kalman filter},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Junkins1986,
+ Title = {Optimal spacecraft rotational maneuvers},
+ Author = {J.L. Junkins and J.D. Turner},
+ Editor = {Amsterdam},
+ Publisher = {Elsevier},
+ Year = {1986},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Jurman2008,
+ Title = {Algebraic stability indicators for ranked lists in molecular profiling},
+ Author = {Giuseppe Jurman and Stefano Merler and Annalisa Barla and Silvano Paoli and Antonio Galea and Cesare Furlanello},
+ Journal = {Bioinformatics},
+ Year = {2008},
+
+ Month = {Jan},
+ Number = {2},
+ Pages = {258--264},
+ Volume = {24},
+
+ Abstract = {MOTIVATION: We propose a method for studying the stability of biomarker lists obtained from functional genomics studies. It is common to adopt resampling methods to tune and evaluate marker-based diagnostic and prognostic systems in order to prevent selection bias. Such caution promotes honest estimation of class prediction, but leads to alternative sets of solutions. In microarray studies, the difference in lists may be bewildering, also due to the presence of modules of functionally related genes. Methods for assessing stability understand the dependency of the markers on the data or on the predictor's type and help selecting solutions. RESULTS: A computational framework for comparing sets of ranked biomarker lists is presented. Notions and algorithms are based on concepts from permutation group theory. We introduce several algebraic indicators and metric methods for symmetric groups, including the Canberra distance, a weighted version of Spearman's footrule. We also consider distances between partial lists and an aggregation of sets of lists into an optimal list based on voting theory (Borda count). The stability indicators are applied in practical situations to several synthetic, cancer microarray and proteomics datasets. The addressed issues are predictive classification, presence of modules, comparison of alternative biomarker lists, outlier removal, control of selection bias by randomization techniques and enrichment analysis. AVAILABILITY: Supplementary Material and software are available at the address http://biodcv.fbk.eu/listspy.html},
+ Doi = {10.1093/bioinformatics/btm550},
+ File = {jurman08algebraic.pdf:BIO/jurman08algebraic.pdf:PDF},
+ Keywords = {Algorithms; Data Interpretation, Statistical; Gene Expression Profiling; Humans; Neoplasm Proteins; Neoplasms; Oligonucleotide Array Sequence Analysis; Reproducibility of Results; Sensitivity and Specificity; Tumor Markers, Biological},
+ Owner = {baldazen},
+ Pii = {btm550},
+ Pmid = {18024475},
+ Timestamp = {2008.02.27},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btm550}
+}
+
+@PhdThesis{Koerkel2002,
+ Title = {{N}umerische {M}ethoden f\"ur {O}ptimale {V}ersuchsplanungsprobleme bei nichtlinearen {DAE}-{M}odellen},
+ Author = {K\"orkel, S.},
+ School = {Universit\"at {H}eidelberg},
+ Year = {2002},
+
+ Address = {Heidelberg},
+
+ File = {Koerkel2002.pdf:Koerkel2002.pdf:PDF},
+ Keywords = {agbock experimental design DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.koerkel.de}
+}
+
+@InProceedings{Koerkel2004a,
+ Title = {{N}umerical {M}ethods for {N}onlinear {E}xperimental {D}esign},
+ Author = {S. K\"orkel and E. Kostina},
+ Booktitle = {Modeling, Sim. and Opt. of Complex Processes},
+ Year = {2004},
+
+ Address = {Hanoi, Vietnam},
+ Editor = {H. G. Bock and E. Kostina and H. X. Phu and R. Rannacher},
+ Pages = {255--272},
+ Publisher = {Springer},
+
+ File = {Koerkel2004a.pdf:Koerkel2004a.pdf:PDF},
+ Journal = {Opt. Methods and Softw.},
+ Keywords = {agbock experimental design robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Koerkel2004,
+ Title = {{N}umerical methods for optimal control problems in design of robust optimal experiments for nonlinear dynamic processes},
+ Author = {S. K\"orkel and E. Kostina and H.G. Bock and J.P. Schl\"oder},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2004},
+ Pages = {327--338},
+ Volume = {19},
+
+ File = {Koerkel2004.pdf:Koerkel2004.pdf:PDF},
+ Keywords = {agbock experimental design robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Kuehl2003,
+ Title = {{E}valuation of {A}spentech's {APOLLO} {N}onlinear {M}odel {P}redictive {C}ontroller},
+ Author = {P. K\"uhl},
+ Institution = {BASF},
+ Year = {2003},
+
+ Keywords = {agbock NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@MastersThesis{Kuehn2002,
+ Title = {{M}odellierung und {O}ptimierung einer {A}minos\"aurefermentation},
+ Author = {K\"uhn, A.},
+ School = {Universit\"at Freiberg},
+ Year = {2002},
+
+ Keywords = {chemistry optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InBook{Kak2001,
+ Title = {Principles of Computerized Tomographic Imaging},
+ Author = {Kak, Avinash C. and Slaney, Malcolm},
+ Chapter = {4},
+ Pages = {113--175},
+ Publisher = {SIAM},
+ Year = {2001},
+
+ Address = {Philadelphia, PA},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.14}
+}
+
+@Article{Kakade2008,
+ Title = {On the complexity of linear prediction: Risk bounds, margin bounds, and regularization},
+ Author = {Kakade, S.M. and Sridharan, K. and Tewari, A.},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2008},
+ Pages = {793--800},
+ Volume = {22},
+
+ File = {kakade2008complexity.pdf:Statistical Learning/kakade2008complexity.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Kakade2010,
+ Title = {Learning exponential families in high-dimensions: Strong convexity and sparsity},
+ Author = {Kakade, Sham M. and Shamir, Ohad and Sridharan, Karthik and Tewari, Ambuj},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2010},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.13}
+}
+
+@Article{Kallrath1993,
+ Title = {{L}east {S}quares {P}arameter {E}stimation in {C}haotic {D}ifferential {E}quations},
+ Author = {Kallrath, J. and H.G. Bock and J.P. Schl\"oder},
+ Journal = {Celestial Mechanics and Dynamical Astronomy},
+ Year = {1993},
+ Pages = {353--371},
+ Volume = {56},
+
+ Keywords = {agbock parameter estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kalm1963,
+ Title = {{L}yapunov functions for the problem of {L}ur'e in automatic control},
+ Author = {R.E. Kalman},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {1963},
+ Pages = {pp. 201-205},
+ Volume = {49},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kalm1960a,
+ Title = {{C}ontrol system analysis and design by the second method of {L}yapunov},
+ Author = {R.E. Kalman},
+ Journal = {Trans. {ASME} Ser. D.J. Basic Engrg.},
+ Year = {1960},
+ Pages = {pp. 371-400},
+ Volume = {82},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kaminski2008,
+ Title = {Quadratic programming on graphs without long odd cycles},
+ Author = {Kami{\'n}ski, Marcin},
+ Year = {2008},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Kannan2012,
+ Title = {Distributed computation of equilibria in monotone {N}ash games via Iterative regularization techniques},
+ Author = {A. Kannan and U.V. Shanbhag},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {4},
+ Pages = {1177--1205},
+ Volume = {22},
+
+ File = {:Papers/Kannan2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{Kanzow2005,
+ Title = {Successive linearization methods for nonlinear semidefinite programs},
+ Author = {C. Kanzow and C. Nagel and H. Kato and M. Fukushima},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2005},
+ Pages = {251--273},
+ Volume = {31},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@TechReport{Kar2001,
+ Title = {Optimization based rate control for multipath sessions},
+ Author = {K. Kar and S. Sarkar and L. Tassiulas},
+ Institution = {Inst. Syst. Res., Univ. Maryland},
+ Year = {2001},
+
+ Address = {College Park, MD},
+ Number = {ISR TR 2001-1},
+ Type = {Tech. Rep.},
+
+ Owner = {quoctd},
+ Timestamp = {2014.10.10}
+}
+
+@Article{Karas2008,
+ Title = {Optimal steepest descent algorithms for unconstrained convex problems: fine tuning {N}esterov's method},
+ Author = {C.C. Gonzaga E.W. Karas},
+ Journal = {Optimization Online},
+ Year = {2008},
+ Pages = {1--21},
+ Volume = {July},
+
+ File = {:Papers/Karas2008.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Karas2009,
+ Title = {A bundle-filter method for nonsmooth convex constrained optimization},
+ Author = {E. Karas and A. Ribeiro and C. Sagastizabal and M. Solodov},
+ Journal = {Math. Program.},
+ Year = {2009},
+ Pages = {297--320},
+ Volume = {116},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Book{Karp1972,
+ Title = {Reducibility among combinatorial problems},
+ Author = {Karp, Richard M},
+ Publisher = {Springer},
+ Year = {1972},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@MastersThesis{Karush1939,
+ Title = {{M}inima of functions of several variables with inequalities as side conditions},
+ Author = {Karush, W.},
+ School = {Department of Mathematics, University of Chicago},
+ Year = {1939},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kato2007,
+ Title = {An {SQP}-type algorithm for nonlinear second-order cone programs},
+ Author = {H. Kato and M. Fukushima},
+ Journal = {Optimization Letters},
+ Year = {2007},
+ Pages = {129--144},
+ Volume = {1},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Kato2008,
+ Title = {Multi-task learning via conic programming},
+ Author = {Kato, T. and Kashima, H. and Sugiyama, M. and Asai, K.},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2008},
+ Pages = {737--744},
+ Volume = {20},
+
+ File = {kato2008multitask.pdf:Statistical Learning/Multitask/kato2008multitask.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Citeseer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Kay2008,
+ Title = {Identifying natural images from human brain activity},
+ Author = {Kay, K.N. and Naselaris, T. and Prenger, R.J. and Gallant, J.L.},
+ Journal = {Nature},
+ Year = {2008},
+ Number = {7185},
+ Pages = {352--355},
+ Volume = {452},
+
+ File = {kay2008identifying.pdf:NEURO\\kay2008identifying.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {[London: Macmillan Journals], 1869-},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Keerthi1988,
+ Title = {{O}ptimal infinite-horizon feedback laws for a general class of constrained discrete-time systems: {S}tability and moving-horizon approximations},
+ Author = {Keerthi, S.S. and Gilbert, E.G.},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1988},
+ Number = {2},
+ Pages = {265--293},
+ Volume = {57},
+
+ File = {Keerthi1988.pdf:Keerthi1988.pdf:PDF},
+ Keywords = {optimal control NMPC},
+ Mlanguage = {D},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Kefayati2013,
+ Title = {Semi-Spatio Temporal fMRI Brain Decoding},
+ Author = {Kefayati, Mohammad Hadi and Sheikhzadeh, Hamid and Rabiee, Hamid R and Soltani-Farani, Ali},
+ Booktitle = {Int. Workshop Pattern Recog. Neuroimaging},
+ Year = {2013},
+
+ File = {kefayati2013semispationtemporal.pdf:NEURO/kefayati2013semispationtemporal.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2013.09.05}
+}
+
+@Article{Keiper1991,
+ Title = {{T}he analysis of generalized backwards difference formula methods applied to {H}essenberg form differential-algebraic equations},
+ Author = {Keiper, J.B. and Gear, C.W.},
+ Journal = {{SIAM} Journal on Numeric al Analysis},
+ Year = {1991},
+ Number = {3},
+ Pages = {833--858},
+ Volume = {28},
+
+ Keywords = {DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kekatos2013,
+ Title = {Distributed robust power system state estimation},
+ Author = {Kekatos, Vassilis and Giannakis, Geogios B.},
+ Journal = {IEEE Trans. Power Syst.},
+ Year = {2013},
+
+ Month = may,
+ Number = {2},
+ Pages = {1617--1626},
+ Volume = {28},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.06}
+}
+
+@InProceedings{Kellett2002,
+ Title = {{O}n {R}obustness of {S}tability and {L}yapunov {F}unctions for {D}iscontinuous {D}ifference {E}quations},
+ Author = {Kellett, C.M. and Teel, A.R.},
+ Booktitle = cdc42,
+ Year = {2002},
+
+ Address = {Las Vegas, USA},
+ Pages = {4282--4287},
+
+ Keywords = {robust optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Kelner2014,
+ Title = {An almost-linear-time algorithm for approximate max flow in undirected graphs, and its multicommodity generalizations},
+ Author = {Kelner, Jonathan A. and Lee, Yin Tat and Orecchia, Lorenzo and Sidford, Aaron},
+ Booktitle = {Proc. ACM-SIAM Symp. Discrete Algorithms},
+ Year = {2014},
+ Pages = {217--226},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.26}
+}
+
+@Book{Kendall1957,
+ Title = {A Course in Multivariate Analysis},
+ Author = {Kendall, M.},
+ Publisher = {Griffin},
+ Year = {1957},
+
+ Address = {London},
+
+ Owner = {baldazen},
+ Timestamp = {2008.06.27}
+}
+
+@Article{Kerrigan2004,
+ Title = {{F}eedback min-max model predictive control using a single linear program: {R}obust stability and the explicit solution},
+ Author = {E.C. Kerrigan and J.M. Maciejowski},
+ Journal = {Int. J. Robust and Nonlinear Control},
+ Year = {2004},
+ Pages = {395--413},
+ Volume = {14},
+
+ Keywords = {robust optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Kerrigan2003,
+ Title = {{R}obustly stable feedback min-max model predictive control},
+ Author = {E.C. Kerrigan and J.M. Maciejowski},
+ Booktitle = {Proc. Amer. Control Conf.},
+ Year = {2003},
+
+ Address = {Denver, Colorado, USA},
+ Month = {June},
+
+ Keywords = {robust optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Kerrigan2002,
+ Title = {{F}eedback min-max model predictive control using a single linear program: {R}obust stability and the explicit solution},
+ Author = {E.C. Kerrigan and J.M. Maciejowski},
+ Institution = {Cambridge University Engineering Department},
+ Year = {2002},
+ Month = {October},
+ Number = {440},
+
+ Key = {CUED/F-INFENG},
+ Keywords = {robust optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Khalil1996,
+ Title = {{N}onlinear {S}ystems},
+ Author = {Khalil, H.K.},
+ Publisher = {Prentice Hall},
+ Year = {1996},
+
+ Address = {Upper Saddle River, NJ},
+ Edition = {Second},
+
+ Date = {26.11.1997},
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Signature = {eric},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Khuller1999,
+ Title = {The budgeted maximum coverage problem},
+ Author = {Khuller, Samir and Moss, Anna and Naor, Joseph Seffi},
+ Journal = {Information Processing Letters},
+ Year = {1999},
+ Number = {1},
+ Pages = {39--45},
+ Volume = {70},
+
+ File = {khuller1999budgeted.pdf:khuller1999budgeted.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Kienle2000,
+ Title = {{L}ow-order dynamic models for ideal multicomponent distillation processes using nonlinear wave propagation theory},
+ Author = {Kienle, A.},
+ Journal = {Chem. Eng. Sci.},
+ Year = {2000},
+ Pages = {1817--1828},
+ Volume = {55},
+
+ Keywords = {chemistry model reduction},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kim2008,
+ Title = {Clustering of change patterns using Fourier coefficients.},
+ Author = {Jaehee Kim and Haseong Kim},
+ Journal = {Bioinformatics},
+ Year = {2008},
+
+ Month = {Jan},
+ Number = {2},
+ Pages = {184--191},
+ Volume = {24},
+
+ Abstract = {MOTIVATION: To understand the behavior of genes, it is important to explore how the patterns of gene expression change over a time period because biologically related gene groups can share the same change patterns. Many clustering algorithms have been proposed to group observation data. However, because of the complexity of the underlying functions there have not been many studies on grouping data based on change patterns. In this study, the problem of finding similar change patterns is induced to clustering with the derivative Fourier coefficients. The sample Fourier coefficients not only provide information about the underlying functions, but also reduce the dimension. In addition, as their limiting distribution is a multivariate normal, a model-based clustering method incorporating statistical properties would be appropriate. RESULTS: This work is aimed at discovering gene groups with similar change patterns that share similar biological properties. We developed a statistical model using derivative Fourier coefficients to identify similar change patterns of gene expression. We used a model-based method to cluster the Fourier series estimation of derivatives. The model-based method is advantageous over other methods in our proposed model because the sample Fourier coefficients asymptotically follow the multivariate normal distribution. Change patterns are automatically estimated with the Fourier representation in our model. Our model was tested in simulations and on real gene data sets. The simulation results showed that the model-based clustering method with the sample Fourier coefficients has a lower clustering error rate than K-means clustering. Even when the number of repeated time points was small, the same results were obtained. We also applied our model to cluster change patterns of yeast cell cycle microarray expression data with alpha-factor synchronization. It showed that, as the method clusters with the probability-neighboring data, the model-based clustering with our proposed model yielded biologically interpretable results. We expect that our proposed Fourier analysis with suitably chosen smoothing parameters could serve as a useful tool in classifying genes and interpreting possible biological change patterns. AVAILABILITY: The R program is available upon the request.},
+ Doi = {10.1093/bioinformatics/btm568},
+ File = {kim08clustering.pdf:BIO/Gene Expression/kim08clustering.pdf:PDF},
+ Keywords = {Algorithms; Artificial Intelligence; Cluster Analysis; Fourier Analysis; Gene Expression Profiling; Multigene Family; Oligonucleotide Array Sequence Analysis; Pattern Recognition, Automated; Saccharomyces cerevisiae Proteins},
+ Owner = {baldazen},
+ Pii = {btm568},
+ Pmid = {18025003},
+ Timestamp = {2008.02.11},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btm568}
+}
+
+@Conference{Kim2010a,
+ Title = {Fast active-set-type algorithms for $\ell_1$-regularized linear regression},
+ Author = {J. Kim and H. Park},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2010},
+
+ Address = {Sardinia, Italy},
+ Pages = {397--404},
+ Volume = {9},
+
+ Owner = {quoctd},
+ Timestamp = {2013.07.17}
+}
+
+@Article{Kim2003,
+ Title = {Bioinformatic principles underlying the information content of transcription factor binding sites.},
+ Author = {Jan T Kim and Thomas Martinetz and Daniel Polani},
+ Journal = {J Theor Biol},
+ Year = {2003},
+
+ Month = {Feb},
+ Number = {4},
+ Pages = {529--544},
+ Volume = {220},
+
+ Abstract = {Empirically, it has been observed in several cases that the information content of transcription factor binding site sequences (R(sequence)) approximately equals the information content of binding site positions (R(frequency)). A general framework for formal models of transcription factors and binding sites is developed to address this issue. Measures for information content in transcription factor binding sites are revisited and theoretic analyses are compared on this basis. These analyses do not lead to consistent results. A comparative review reveals that these inconsistent approaches do not include a transcription factor state space. Therefore, a state space for mathematically representing transcription factors with respect to their binding site recognition properties is introduced into the modelling framework. Analysis of the resulting comprehensive model shows that the structure of genome state space favours equality of R(sequence) and R(frequency) indeed, but the relation between the two information quantities also depends on the structure of the transcription factor state space. This might lead to significant deviations between R(sequence) and R(frequency). However, further investigation and biological arguments show that the effects of the structure of the transcription factor state space on the relation of R(sequence) and R(frequency) are strongly limited for systems which are autonomous in the sense that all DNA-binding proteins operating on the genome are encoded in the genome itself. This provides a theoretical explanation for the empirically observed equality.},
+ File = {KiMaPo03.pdf:BIO/KiMaPo03.pdf:PDF},
+ Keywords = {Animals; Binding Sites; Computational Biology; Computer Simulation; Genome; Models, Genetic; Mutation; Transcription Factors},
+ Owner = {luca},
+ Pii = {S0022519303931535},
+ Pmid = {12623284},
+ Timestamp = {2007.02.13}
+}
+
+@TechReport{Kim,
+ Title = {A Computationally Efficient Oracle Estimator for Additive Nonparametric Regression with Bootstrap Confidence Intervalsx},
+ Author = {Kim, Linton, Hengartner},
+
+ File = {A Computationally Efficient Oracle Estimator for Additive Nonparametri Regression with Bootstrap .pdf:Statistical Learning/A Computationally Efficient Oracle Estimator for Additive Nonparametri Regression with Bootstrap .pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Article{Kim2002,
+ Title = {On the projection of the efficient set and potential applications},
+ Author = {N.T.B. Kim and L.D. Muu},
+ Journal = {Optimization},
+ Year = {2002},
+ Number = {2},
+ Pages = {401--421},
+ Volume = {51},
+
+ File = {:Papers/Kim2002.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@TechReport{Kim2010,
+ Title = {Exploiting Sparsity in Linear and Nonlinear Matrix Inequalities via Positive Semidefinite Matrix Completion},
+ Author = {S. Kim and M. Kojima and M. Mevissen and M. Yamashita},
+ Institution = {Department of Mathematical and Computing Sciences Tokyo Institute of Technology},
+ Year = {2010},
+ Type = {Tech. Report.},
+
+ File = {:Papers/Kim2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@InProceedings{Kim2010b,
+ Title = {Tree-guided group lasso for multi-task regression with structured sparsity},
+ Author = {Kim, S. and Xing, E.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2010},
+ Pages = {543--550},
+
+ File = {kim2010tree.pdf:kim2010tree.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Kim2008a,
+ Title = {A Minimax Theorem with Applications to Machine Learning, Signal Processing, and Finance},
+ Author = {S.-J. Kim and S. Boyd},
+ Journal = {SIAM J. Opt.},
+ Year = {2008},
+ Number = {3},
+ Pages = {1344--1367},
+ Volume = {19},
+
+ File = {:Papers/Kim2008.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Kim2009,
+ Title = {$\ell_1$ Trend Filtering},
+ Author = {S.-J. Kim and K. Koh and S. Boyd and D. Gorinevsky},
+ Journal = {SIAM Rev.},
+ Year = {2009},
+ Number = {2},
+ Pages = {339--360},
+ Volume = {51},
+
+ File = {:Papers/Kim2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Kimeldorf1971,
+ Title = {Some results on Tchebycheffian spline functions},
+ Author = {Kimeldorf, G. and Wahba, G.},
+ Journal = {J. Math. Anal. Apps.},
+ Year = {1971},
+ Number = {82-95},
+ Pages = {38},
+ Volume = {33},
+
+ File = {kimeldorf1971spline.pdf:Statistical Learning/kimeldorf1971spline.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.01.13}
+}
+
+@Article{Kimura2009,
+ Title = {Genetic network inference as a series of discrimination tasks},
+ Author = {Kimura, Shuhei and Nakayama, Satoshi and Hatakeyama, Mariko},
+ Journal = {Bioinformatics},
+ Year = {2009},
+
+ Month = {February},
+ Pages = {btp072+},
+
+ Abstract = {Motivation: Genetic network inference methods based on sets of differential equations generally require a great deal of time, as the equations must be solved many times. To reduce the computational cost, researchers have proposed other methods for inferring genetic networks by solving sets of differential equations only a few times, or even without solving them at all. When we try to obtain reasonable network models using these methods, however, we must estimate the time derivatives of the gene expression levels with great precision. In this study, we propose a new method to overcome the drawbacks of inference methods based on sets of differential equations. Results: Our method infers genetic networks by obtaining classifiers capable of predicting the signs of the derivatives of the gene expression levels. For this purpose, we defined a genetic network inference problem as a series of discrimination tasks, then solved the defined series of discrimination tasks with a linear programming machine. Our experimental results demonstrated that the proposed method is capable of correctly inferring genetic networks, and doing so more than 500 times faster than the other inference methods based on sets of differential equations. Next, we applied our method to actual expression data of the bacterial SOS DNA repair system. And finally, we demonstrated that our approach relates to the inference method based on the S-system model. Though our method provides no estimation of the kinetic parameters, it should be useful for researchers interested only in the network structure of a target system. Contact: kimura@ike.tottori-u.ac.jp Supplementary information: See Bioinformatics online. 10.1093/bioinformatics/btp072},
+ Citeulike-article-id = {4067960},
+ Doi = {10.1093/bioinformatics/btp072},
+ File = {:BIO/Gene Networks/kimura09genetworktask.pdf:PDF},
+ Keywords = {bioinfomatics, gene, graph, multi-output, networks},
+ Owner = {baldassarre},
+ Posted-at = {2009-04-29 12:04:08},
+ Priority = {2},
+ Timestamp = {2009.04.29},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btp072}
+}
+
+@Book{King1994,
+ Title = {{M}athematische {M}odelle mycelf\"ormig wachsender {M}i\-kro\-or\-ga\-nis\-men},
+ Author = {King, R.},
+ Publisher = {VDI-Verlag},
+ Year = {1994},
+
+ Address = {D\"usseldorf},
+ Series = {Fort\-schritt\-be\-rich\-te VDI, Reihe 17},
+ Volume = {103},
+
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kirby2010,
+ Title = {From functional analysis to iterative methods},
+ Author = {R.C. Kirby},
+ Journal = {SIAM Rev.},
+ Year = {2010},
+ Number = {2},
+ Pages = {269--293},
+ Volume = {52},
+
+ File = {:Papers/Kirby2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Book{Klain1997,
+ Title = {Introduction to Geometric Probability},
+ Author = {Klain, Daniel A. and Rota, Gian-Carlo},
+ Publisher = {Cambridge Univ. Press},
+ Year = {1997},
+
+ Address = {Cambridge, UK},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.18}
+}
+
+@InCollection{Klatt1993,
+ Title = {{R\"uhr\-kes\-sel\-re\-ak\-tor} mit {Parallel-} und {Folgereaktion}.},
+ Author = {Klatt, K.-U. and Engell, S.},
+ Booktitle = {{Nichtlineare} {Regelung} -- {Methoden}, {Werkzeuge}, {Anwendungen}. VDI-Berichte Nr. 1026},
+ Publisher = {VDI-Verlag},
+ Year = {1993},
+
+ Address = {D\"usseldorf},
+ Editor = {Engell, S.},
+ Pages = {101--108},
+
+ Keywords = {chemistry},
+ Mlanguage = {D},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Klatte2001,
+ Title = {Nonsmooth equations in optimization: regularity, calculus,
+methods and applications},
+ Author = {D. Klatte and B. Kummer},
+ Editor = {New York},
+ Publisher = {Springer-Verlag},
+ Year = {2001},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.07}
+}
+
+@Book{Klatte2002,
+ Title = {{N}onsmooth {E}quations in {O}ptimization: {R}egularity, {C}alculus, {M}ethods and {A}pplications},
+ Author = {D. Klatte and B. Kummer},
+ Publisher = {Kluwer Academic Publishers},
+ Year = {2002},
+
+ Address = {Dordrecht},
+
+ Keywords = {Optimization},
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@InCollection{Klee1972,
+ Title = {{H}ow {G}ood is the {S}implex {A}lgorithm?},
+ Author = {V. Klee and G.J. Minty},
+ Booktitle = {Inequalities},
+ Publisher = {Academic Press},
+ Year = {1972},
+
+ Address = {New York},
+ Editor = {O. Shisha},
+ Pages = {159--175},
+ Volume = {III},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Kocvara2005,
+ Title = {A nonlinear {SDP} algorithm for static output feedback problems in $\mathrm{COMPL}_{\mathrm{e}}\mathrm{ib}$},
+ Author = {M. Ko\v{c}vara and F. Leibfritz and M. Stingl and D. Henrion},
+ Booktitle = {Proc. IFAC World Congress},
+ Year = {2005},
+
+ Address = {Prague, Czech Rep.},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@InProceedings{Kocvara2003,
+ Title = {{PENNON} - {A} {G}eneralized {A}ugmented {L}agrangian {M}ethod for {S}emidefinite {P}rogramming},
+ Author = {M. Ko\v{c}vara and M. Stingl},
+ Booktitle = {High Performance Algorithms and Software for Nonlinear Optimization},
+ Year = {2003},
+
+ Address = {Dordrecht},
+ Editor = { G. Di Pillo and A. Murli},
+ Pages = {297--315},
+ Publisher = {Kluwer Academic Publishers},
+
+ Keywords = {semidefinite},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Kojima1993,
+ Title = {Horizontal and vertical decomposition in interior point methods for linear programs},
+ Author = {M. Kojima and N. Megiddo and S. Mizuno and et al},
+ Institution = {Information Sciences, Tokyo Institute of Technology},
+ Year = {1993},
+
+ Address = {Tokyo},
+ Type = {Technical Report.},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Koko2013,
+ Title = {Parallel {U}zawa Method for Large-Scale Minimization of Partially Separable Functions},
+ Author = {J. Koko},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2013},
+ Pages = {1--16},
+ Volume = {xx},
+
+ File = {:Papers/Koko2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Article{Kolda2001,
+ Title = {Orthogonal tensor decompositions},
+ Author = {Kolda, Tamara G},
+ Journal = {SIAM Journal on Matrix Anal. and Apps.},
+ Year = {2001},
+ Number = {1},
+ Pages = {243--255},
+ Volume = {23},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Kolda2009,
+ Title = {Tensor decompositions and applications},
+ Author = {Kolda, Tamara G and Bader, Brett W},
+ Journal = {SIAM Rev.},
+ Year = {2009},
+ Number = {3},
+ Pages = {455--500},
+ Volume = {51},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Kolmogorov2004,
+ Title = {What energy functions can be minimized via graph cuts?},
+ Author = {Kolmogorov, V. and Zabin, R.},
+ Journal = {IEEE Trans. Patt. Analysis and Mach. Intel.},
+ Year = {2004},
+ Number = {2},
+ Pages = {147--159},
+ Volume = {26},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Koltchinskii2011,
+ Title = {Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems},
+ Author = {Koltchinskii, Vladimir},
+ Publisher = {Springer-Verl.},
+ Year = {2011},
+
+ Address = {Berlin},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.25}
+}
+
+@Article{Koltchinskii2009,
+ Title = {Sparsity in penalized empirical risk minimization},
+ Author = {Koltchinskii, Vladimir},
+ Journal = {Ann. Inst. Henri Poincar{\'{e}} - Prob. Stat.},
+ Year = {2009},
+ Number = {1},
+ Pages = {7--57},
+ Volume = {45},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.30}
+}
+
+@Article{Komodakis2010,
+ Title = {{MRF} {E}nergy {M}inimization \& {B}eyond via {D}ual {D}ecomposition},
+ Author = {N. Komodakis and N. Paragios and G. Tziritas},
+ Journal = {IEEE Trans. Patt. Anal. and Mach. Intel.},
+ Year = {2010},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Book{Konnov2001,
+ Title = {Combined relaxation methods for variational inequalities.},
+ Author = {I.V. Konnov},
+ Publisher = {Springer-Verlag},
+ Year = {2001},
+
+ Owner = {quoctd},
+ Timestamp = {2012.11.28}
+}
+
+@Article{Kontogiorgis1996,
+ Title = {Alternating direction splittings for block angular parallel optimization},
+ Author = {S. Kontogiorgis and R.D. Leone and R. Meyer},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1996},
+ Number = {1},
+ Pages = {1--29},
+ Volume = {90},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Kontoyiannis2006,
+ Title = {Measure concentration for compound {P}oisson distributions},
+ Author = {Kontoyiannis, I. and Madiman, M.},
+ Journal = {Elec. J. Stats.},
+ Year = {2006},
+ Pages = {45--57},
+ Volume = {11},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.11}
+}
+
+@Article{Kopsinis2011,
+ Title = {Online sparse system identification and signal reconstruction using projections onto weighted balls},
+ Author = {Kopsinis, Yannis and Slavakis, Konstantinos and Theodoridis, Sergios},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2011},
+ Number = {3},
+ Pages = {936--952},
+ Volume = {59},
+
+ File = {kopsinis2011online.pdf:kopsinis2011online.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Conference{Koren2009,
+ Title = {Collaborative filtering with temporal dynamics},
+ Author = {Koren, Y.},
+ Booktitle = {Proc. ACM SIGKDD Int. Conf. Knowledge Discovery and Data Mining},
+ Year = {2009},
+ Organization = {ACM New York, NY, USA},
+ Pages = {447--456},
+
+ File = {koren2009cftemporal.pdf:Statistical Learning/COLLABORATIVE FILTERING/koren2009cftemporal.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.03.17}
+}
+
+@InProceedings{Koren2008,
+ Title = {Factorization meets the neighborhood: a multifaceted collaborative filtering model},
+ Author = {Koren, Yehuda},
+ Booktitle = {KDD '08: Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining},
+ Year = {2008},
+
+ Address = {New York, NY, USA},
+ Pages = {426--434},
+ Publisher = {ACM},
+
+ Doi = {http://doi.acm.org/10.1145/1401890.1401944},
+ File = {koren2008factorization.pdf:Statistical Learning/COLLABORATIVE FILTERING/koren2008factorization.pdf:PDF},
+ ISBN = {978-1-60558-193-4},
+ Location = {Las Vegas, Nevada, USA},
+ Owner = {baldassarre},
+ Timestamp = {2010.05.17}
+}
+
+@Article{Korpelevic1976,
+ Title = {An extragradient method for finding saddle-points and for other problems},
+ Author = {G. M. Korpelevic},
+ Journal = {\`{E}konom. i Mat. Metody.},
+ Year = {1976},
+ Number = {4},
+ Pages = {747--756},
+ Volume = {12},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.20}
+}
+
+@Article{Kosinski2013,
+ Title = {Private traits and attributes are predictable from digital records of human behavior},
+ Author = {Kosinski, Michal and Stillwell, David and Graepel, Thore},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2013},
+
+ Owner = {jmscarlett},
+ Publisher = {National Acad Sciences},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Kostina2001,
+ Title = {{R}obust {P}arameter {E}stimation in {D}ynamic {S}ystems},
+ Author = {Kostina, E.A.},
+ Institution = {SFB 359, Universit\"at Heidelberg},
+ Year = {2001},
+
+ Keywords = {robust parameter estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kothare1996,
+ Title = {{R}obust constrained model predictive control using linear matrix inequalities},
+ Author = {M. Kothare and V. Balakrishnan and M. Morari},
+ Journal = {Automatica},
+ Year = {1996},
+
+ Month = nov,
+ Number = {10},
+ Pages = {1361--1379},
+ Volume = {32},
+
+ File = {Kothare1996.pdf:Kothare1996.pdf:PDF},
+ Keywords = {robust optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Kouvaritakis2001,
+ Title = {{N}on-{L}inear {P}redictive {C}ontrol: {T}heory and {P}ractice},
+ Author = {B. Kouvaritakis and M. Cannon},
+ Publisher = {{IEE} {P}ublishing},
+ Year = {2001},
+
+ Address = {Stevenage},
+ Edition = {1},
+ Note = {ISBN: 0852969848},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Kraemer2000,
+ Title = {{S}o l\"ugt man mit {S}tatistik},
+ Author = {W. Kr\"amer},
+ Publisher = {Piper},
+ Year = {2000},
+
+ Address = {M\"unchen},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{KraemerEis1985,
+ Title = {{E}in {M}ehrzielverfahren zur numerischen {B}erechnung optimaler {F}eedback--{S}teuerungen bei beschr\"ankten nichtlinearen {S}teuerungsproblemen},
+ Author = {Kr\"amer-Eis, P.},
+ Publisher = {Universit\"at Bonn},
+ Year = {1985},
+
+ Address = {Bonn},
+ Series = {Bonner Mathematische Schriften},
+ Volume = {166},
+
+ Keywords = {optimal control multiple shooting NMPC agbock},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{KraemerEis1987,
+ Title = {{N}umerical {T}reatment of {S}tate and {C}ontrol {C}onstraints in the {C}omputation of {F}eedback {L}aws for {N}onlinear {C}ontrol {P}roblems},
+ Author = {Kr\"amer-Eis, P. and Bock, H.G.},
+ Booktitle = {Large Scale Scientific Computing},
+ Publisher = {Birkh\"auser},
+ Year = {1987},
+
+ Address = {Basel Boston Berlin},
+ Editor = {P. Deuflhard et al. },
+ Pages = {287--306},
+
+ Keywords = {optimal control multiple shooting NMPC optimality conditions agbock},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Kraft1985,
+ Title = {{O}n converting optimal control problems into nonlinear programming problems},
+ Author = {Kraft, D.},
+ Booktitle = {Computational Math. Prog.},
+ Publisher = {Springer},
+ Year = {1985},
+ Editor = {K. Schittkowski},
+ Pages = {261--280},
+ Series = {NATO ASI},
+ Volume = {F15},
+
+ Keywords = {optimal control multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Krahmer2014,
+ Title = {Suprema of chaos processes and the restricted isometry property},
+ Author = {Krahmer, Felix and Mendelson, Shahar and Rauhut, Holger},
+ Journal = {Comms. on Pure and App. Math.},
+ Year = {2014},
+
+ Owner = {jmscarlett},
+ Publisher = {Wiley Online Library},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Kraning2013,
+ Title = {Dynamic network energy management via proximal message passing},
+ Author = {Kraning, Matt and Chu, Eric and Lavaei, Javad and Boyd, Stephen},
+ Journal = {Foud. Trends Opt.},
+ Year = {2013},
+ Number = {2},
+ Pages = {70--122},
+ Volume = {1},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.07}
+}
+
+@Article{Krause2010a,
+ Title = {Submodular dictionary selection for sparse representation},
+ Author = {Krause, A. and Cevher, V.},
+ Journal = {Proc. ICML},
+ Year = {2010},
+ Pages = {567--574},
+
+ File = {krause2010submodular.pdf:krause2010submodular.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Krause2011,
+ Title = {Submodularity and its applications in optimized information gathering},
+ Author = {Krause, Andreas and Guestrin, Carlos},
+ Journal = {ACM Trans. Intell. Syst. Technol.},
+ Year = {2011},
+
+ Month = jul,
+ Number = {4},
+ Pages = {32:1--32:20},
+ Volume = {2},
+
+ Acmid = {1989736},
+ Address = {New York, NY, USA},
+ Articleno = {32},
+ Doi = {10.1145/1989734.1989736},
+ File = {krause2011submodularity.pdf:krause2011submodularity.pdf:PDF},
+ ISSN = {2157-6904},
+ Issue_date = {July 2011},
+ Keywords = {Information gathering, active learning, blogs, computational sustainability, environmental monitoring, information overload, sensor networks, submodular functions},
+ Numpages = {20},
+ Owner = {jmscarlett},
+ Publisher = {ACM},
+ Timestamp = {2014.11.25},
+ Url = {http://doi.acm.org/10.1145/1989734.1989736}
+}
+
+@Article{Krause2008,
+ Title = {Near-optimal sensor placements in Gaussian processes: Theory, efficient algorithms and empirical studies},
+ Author = {Krause, A. and Singh, A. and Guestrin, C.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2008},
+ Pages = {235--284},
+ Volume = {9},
+
+ File = {krause2008near.pdf:krause2008near.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {JMLR. org},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Krengel2002,
+ Title = {{E}inf\"uhrung in die {W}ahrscheinlichkeitstheorie und {S}tatistik},
+ Author = {U. Krengel},
+ Publisher = {Vieweg},
+ Year = {2002},
+
+ Address = {Wiesbaden},
+ Edition = {6},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Krishnapuram2005,
+ Title = {{S}parse {M}ultinomial {L}ogistic {R}egression: {F}ast {A}lgorithms and {G}eneralization {B}ounds},
+ Author = {B. Krishnapuram and M. Figueiredo and L. Carin and H. Hartemink},
+ Journal = {IEEE Trans. Pattern Analysis and Machine Intelligence (PAMI)},
+ Year = {2005},
+ Pages = {957--968},
+ Volume = {27},
+
+ Owner = {quoctd},
+ Timestamp = {2014.07.28}
+}
+
+@InProceedings{Kroemer2011,
+ Title = {A Non-Parametric Approach to Dynamic Programming},
+ Author = {Kroemer, O.B. and Peters, J.R.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2011},
+ Editor = {J. Shawe-Taylor and R.S. Zemel and P. Bartlett and F.C.N. Pereira and K.Q. Weinberger},
+ Pages = {1719--1727},
+
+ File = {kroemer2011nonparametric.pdf:Statistical Learning\\REINFORCEMENT LEARNING\\kroemer2011nonparametric.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InCollection{Kronseder2001,
+ Title = {{T}owards {N}onlinear {M}odel {B}ased {P}redictive {O}ptimal {C}ontrol of {L}arge-{S}cale {P}rocess {M}odels with {A}pplication to {A}ir {S}eparation {P}lants},
+ Author = {Kronseder, T. and von Stryk, O. and Bulirsch, R.},
+ Booktitle = {Online Optimization of Large Scale Systems: State of the Art},
+ Publisher = {Springer},
+ Year = {2001},
+ Editor = {M. Gr\"otschel and S.O. Krumke and J. Rambau},
+ Pages = {385--412},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kugelmann1990,
+ Title = {{N}ew general guidance method in constrained optimal control, {P}art 2: {A}pplication to space shuttle guidance},
+ Author = {Kugelmann, B. and Pesch, H.J.},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1990},
+ Number = {3},
+ Pages = {437--446},
+ Volume = {67},
+
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Kuhn1951,
+ Title = {{N}onlinear programming},
+ Author = {Kuhn, H.W. and A.W. Tucker},
+ Booktitle = {Proc. Berkeley Symp. Math. Stats. Prob.},
+ Year = {1951},
+
+ Address = {Berkeley},
+ Editor = {J. Neyman},
+ Publisher = {University of California Press},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kulis2009,
+ Title = {Low-Rank Kernel Learning with Bregman Matrix Divergences},
+ Author = {B. Kulis and M. Sustik and I. S. Dhillon},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2009},
+ Pages = {341--376},
+ Volume = {10},
+
+ Owner = {quoctd},
+ Timestamp = {2013.03.22}
+}
+
+@Article{Kuppinger2012,
+ Title = {Uncertainty relations and sparse signal recovery for pairs of general signal sets},
+ Author = {Kuppinger, Patrick and Durisi, Giuseppe and B\"{o}lcskei, Helmut},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2012},
+
+ Month = jan,
+ Number = {1},
+ Pages = {263--277},
+ Volume = {58},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.22}
+}
+
+@Book{Kurzhanski1997,
+ Title = {Ellipsoidal Calculus for Estimation and Control},
+ Author = {A.B. Kurzhanski and P. Valyi},
+ Publisher = {Birkh\"auser Boston},
+ Year = {1997},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kurzhanski2006,
+ Title = {Ellipsoidal techniques for reachability analysis of discrete-time linear systems.},
+ Author = {A.A. Kurzhanski and P. Varaiya.},
+ Journal = {Comm. in Inf. and Sys.},
+ Year = {2006},
+ Pages = {179--192},
+ Volume = {6},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Kutyniok2014,
+ Title = {Shearlab 3D: Faithful digital shearlet transforms based on compactly supported shearlets},
+ Author = {Kutyniok, Gitta and Lim, Wang-Q and Reisenhofer, Rafael},
+ Journal = {arXiv preprint arXiv:1402.5670},
+ Year = {2014},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Kyrillidis2013a,
+ Title = {Sparse projections onto the simplex},
+ Author = {A. Kyrillidis and S. Becker and V. Cevher and C. Koch},
+ Journal = {JMLR W\&CP},
+ Year = {2013},
+ Pages = {235-–243},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.04}
+}
+
+@InProceedings{Kyrillidis2013b,
+ Title = {Fast proximal algorithms for self-concordant function minimization with application to sparse graph selection},
+ Author = {Kyrillidis, A. and Cevher, V.},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2013},
+ Organization = {IEEE},
+ Pages = {6585--6589},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Kyrillidis2012,
+ Title = {Combinatorial selection and least absolute shrinkage via the {CLASH} algorithm},
+ Author = {Kyrillidis, A. and Cevher, V.},
+ Booktitle = {IEEE Int. Symp. Inf. Theory},
+ Year = {2012},
+ Organization = {Ieee},
+ Pages = {2216--2220},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Kyrillidis2011,
+ Title = {Recipes on hard thresholding methods},
+ Author = {Kyrillidis, A. and Cevher, V.},
+ Booktitle = {IEEE Int. Workshop Comp. Adv. Multi-Sensor Adaptive Proc. (CAMSAP)},
+ Year = {2011},
+ Number = {EPFL-CONF-183059},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Conference{Kyrillidis2014,
+ Title = {Scalable Sparse Covariance Estimation via Self-Concordance. AAAI 2014: 1946-1952},
+ Author = {A. Kyrillidis and R. Karimi and Q. Tran-Dinh and V. Cevher},
+ Booktitle = {Proc. of the Twenty-Eighth AAAI Conference on Artificial Intelligence},
+ Year = {2014},
+ Pages = {1946--1952},
+
+ Owner = {quoctd},
+ Timestamp = {2014.09.29}
+}
+
+@InProceedings{Kyrillidis2012a,
+ Title = {Hard thresholding with norm constraints},
+ Author = {Kyrillidis, A. and Puy, G. and Cevher, V.},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2012},
+ Number = {EPFL-CONF-183061},
+ Organization = {Ieee},
+ Pages = {3645--3648},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Kyrillidis2012b,
+ Title = {Combinatorial Selection and Least Absolute Shrinkage via the {CLASH} Algorithm},
+ Author = {Anastasios T. Kyrillidis and Volkan Cevher},
+ Journal = {CoRR},
+ Year = {2012},
+ Volume = {abs/1203.2936},
+
+ Bibsource = {DBLP, http://dblp.uni-trier.de},
+ Ee = {http://arxiv.org/abs/1203.2936},
+ File = {kyrillidis2012clash.pdf:Statistical Learning\\SPARSITY\\kyrillidis2012clash.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Kyrillidis2012d,
+ Title = {Sublinear Time, Approximate Model-based Sparse Recovery For All},
+ Author = {Anastasios T. Kyrillidis and Volkan Cevher},
+ Journal = {CoRR},
+ Year = {2012},
+ Volume = {abs/1203.4746},
+
+ Bibsource = {DBLP, http://dblp.uni-trier.de},
+ Ee = {http://arxiv.org/abs/1203.4746},
+ File = {kyrillidis2012sublinear.pdf:Statistical Learning\\SPARSITY\\kyrillidis2012sublinear.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{L.Grosenicksubmitted,
+ Title = {Robust and interpretable models for whole-brain fMRI analysis},
+ Author = {L. Grosenick, B. Klingenberg, B. Knutson, J. E. Taylor},
+ Journal = {NeuroImage},
+ Year = {submitted},
+
+ File = {grosenick2012robust.pdf:NEURO\\grosenick2012robust.pdf:PDF},
+ Keywords = {fMRI, brain decoding, multivariate models, structured sparsity, elastic net, sparsity},
+ Owner = {BaldaZen},
+ Timestamp = {2012.01.12}
+}
+
+@InProceedings{Labate2005,
+ Title = {Sparse multidimensional representation using shearlets},
+ Author = {Labate, Demetrio and Lim, Wang-Q and Kutyniok, Gitta and Weiss, Guido},
+ Booktitle = {Optics \& Photonics 2005},
+ Year = {2005},
+ Organization = {International Society for Optics and Photonics},
+ Pages = {59140U--59140U},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Labrinidis2012,
+ Title = {Challenges and opportunities with big data},
+ Author = {A. Labrinidis and H.V. Jagadish},
+ Journal = {Proceedings of the VLDB Endowment},
+ Year = {2012},
+ Number = {12},
+ Pages = {2032--2033},
+ Volume = {5},
+
+ Owner = {quoctd},
+ Timestamp = {2013.09.25}
+}
+
+@Article{Lai2003,
+ Title = {Stochastic approximation},
+ Author = {Lai, Tze Leung},
+ Journal = {Ann. Stats.},
+ Year = {2003},
+ Number = {2},
+ Pages = {391--406},
+ Volume = {31},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.14}
+}
+
+@Article{Lalee1998,
+ Title = {{O}n the implementation of an algorithm for large-scale equality constrained optimization},
+ Author = {Lalee, M. and Nocedal, J. and Plantenga, T.},
+ Journal = {{SIAM} J. Opt.},
+ Year = {1998},
+ Number = {3},
+ Pages = {682--706},
+ Volume = {8},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lam2009,
+ Title = {Sparsistency and Rates of Convergence in Large Covariance Matrix Estimation},
+ Author = {C. Lam and J. Fan},
+ Journal = {Ann. Stats.},
+ Year = {2009},
+ Pages = {4254-4278},
+ Volume = {37},
+
+ Owner = {yhli},
+ Timestamp = {2014.10.06}
+}
+
+@Article{Lampert2008,
+ Title = {A multiple kernel learning approach to joint multi-class object detection},
+ Author = {Lampert, C.H. and Blaschko, M.B.},
+ Journal = {Lec. Notes Comp. Sci.},
+ Year = {2008},
+ Pages = {31--40},
+ Volume = {5096},
+
+ File = {lampert2008multiple.pdf:Statistical Learning/Multiclass/lampert2008multiple.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Springer},
+ Timestamp = {2010.02.16}
+}
+
+@Article{L2013,
+ Title = {Bundle-level type methods uniformly optimal for smooth and nonsmooth convex optimization},
+ Author = {G. Lan},
+ Journal = {Math. Program.},
+ Year = {2013},
+ Pages = {1--45},
+ Volume = {DOI 10.1007/s10107-013-0737-x},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.17}
+}
+
+@Article{Lan2012,
+ Title = {An optimal method for stochastic composite optimization},
+ Author = {Lan, Guanghui},
+ Journal = {Math. Program., Ser. A},
+ Year = {2012},
+ Pages = {365--397},
+ Volume = {133},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.19}
+}
+
+@Article{Lan2013(underrevision),
+ Title = {â€Iteration-complexity of first-order augmented {L}agrangian methods for convex programming},
+ Author = {G. Lan and R.D.C. Monteiro},
+ Journal = {Math. Program.},
+ Year = {2013 (under revision)},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.02}
+}
+
+@Article{Lan2013,
+ Title = {Iteration complexity of first-order penalty methods for convex programming},
+ Author = {G. Lan and R.D.C. Monteiro},
+ Journal = {Math. Program.},
+ Year = {2013},
+ Number = {1},
+ Pages = {115-139},
+ Volume = {138},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.02}
+}
+
+@Article{Lanckriet2004,
+ Title = {Learning the kernel matrix with semidefinite programming},
+ Author = {Lanckriet, G.R.G. and Cristianini, N. and Bartlett, P. and Ghaoui, L.E. and Jordan, M.I.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2004},
+ Pages = {27--72},
+ Volume = {5},
+
+ File = {lanckriet2004learning.pdf:Statistical Learning/Kernel Learning/lanckriet2004learning.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {JMLR. org},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Langenberg2012,
+ Title = {Interior point methods for equilibrium problems},
+ Author = {N. Langenberg},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2012},
+ Pages = {453--483},
+ Volume = {53},
+
+ File = {:Papers/Langenberg2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.01}
+}
+
+@InProceedings{Lattner2004,
+ Title = {{LLVM}: {A} {C}ompilation {F}ramework for {L}ifelong {P}rogram {A}nalysis \& {T}ransformation},
+ Author = {C. Lattner and V. Adve},
+ Booktitle = {Proc. Int. Symp. Code Gen. and Opt.},
+ Year = {2004},
+
+ File = {Lattner2004.pdf:Lattner2004.pdf:PDF},
+ Owner = {joel},
+ Timestamp = {2012.03.05}
+}
+
+@Article{Lawphongpanich1990,
+ Title = {Benders decomposition for variational inequalities},
+ Author = {S. Lawphongpanich and D. W. Hearn},
+ Journal = {Math. Program.},
+ Year = {1990},
+ Number = {1--3},
+ Pages = {231--247},
+ Volume = {48},
+
+ File = {:Papers/Lawphongpanich1990.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Lawson1979,
+ Title = {{B}asic {L}inear {A}lgebra {S}ubrograms for {F}ortran {U}sage},
+ Author = {C. Lawson and R. Hanson and D. Kincaid and F. Krogh},
+ Journal = {{ACM} Trans. on Math. Soft.},
+ Year = {1979},
+ Pages = {308--325},
+ Volume = {5},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{LeCam1990,
+ Title = {Maximum likelihood: An introduction},
+ Author = {Le Cam, L.},
+ Journal = {Int. Stat. Rev.},
+ Year = {1990},
+ Number = {2},
+ Pages = {153--171},
+ Volume = {58},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.19}
+}
+
+@Book{LeCam1986,
+ Title = {Asymptotic methods in Statistical Decision Theory},
+ Author = {Le Cam, Lucien},
+ Publisher = {Springer-Verl.},
+ Year = {1986},
+
+ Address = {New York, NY},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Article{Lebiedz2004,
+ Title = {{M}anipulation of surface reaction dynamics by global pressure and local temperature control - a model study},
+ Author = {Lebiedz, D. and Brandt-Pollmann, U.},
+ Journal = {Phys. Rev. E},
+ Year = {2004},
+ Pages = {051609},
+ Volume = {70},
+
+ Fjournal = {Chaos},
+ Keywords = {agbock chemistry optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lebiedz2003,
+ Title = {{M}anipulation of {S}elf-{A}ggregation {P}atterns and {W}aves in a {R}eaction-{D}iffusion {S}ystem by {O}ptimal {B}oundary {C}ontrol {S}trategies},
+ Author = {Lebiedz, D. and Brandt-Pollmann, U.},
+ Journal = {Phys. Rev. Lett.},
+ Year = {2003},
+ Number = {20},
+ Pages = {208301},
+ Volume = {91},
+
+ Fjournal = {Physical Review Letters},
+ Keywords = {agbock optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{LeCam1970,
+ Title = {On the assumptions used to prove the asymptotic normality of maximum likelihood estimates},
+ Author = {LeCam, L.},
+ Journal = {Ann. Math. Stat.},
+ Year = {1970},
+ Number = {3},
+ Pages = {802--828},
+ Volume = {41},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.28}
+}
+
+@Book{Ledoux1991,
+ Title = {Probability in {B}anach Spaces},
+ Author = {Ledoux, Michel and Talagrand, Michel},
+ Publisher = {Springer-Verl.},
+ Year = {1991},
+
+ Address = {Berlin},
+
+ Owner = {yhli},
+ Timestamp = {2014.10.30}
+}
+
+@Book{Lee1968,
+ Title = {{F}oundations of {O}ptimal {C}ontrol {T}heory},
+ Author = {Lee, E.B. and L. Markus},
+ Publisher = {Wiley},
+ Year = {1968},
+
+ Address = {New York},
+
+ Keywords = {optimal control optimality conditions indirect methods},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Lee2013b,
+ Title = {Structure Learning of Mixed Graphical Models},
+ Author = {Lee, J. and Hastie, T.},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2013},
+ Pages = {388--396},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Lee2014a,
+ Title = {Proximal Newton-type methods for convex optimization},
+ Author = {J.D. Lee and Y. Sun and M.A. Saunders},
+ Journal = {SIAM J. Opt.},
+ Year = {2014},
+ Number = {3},
+ Pages = {1420--1443},
+ Volume = {24},
+
+ Owner = {quoctd},
+ Timestamp = {2012.11.23}
+}
+
+@Article{Lee2012,
+ Title = {Proximal Newton-type methods for convex optimization},
+ Author = {J.D. Lee and Y. Sun and M.A. Saunders},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {1--25},
+
+ Owner = {quoctd},
+ Timestamp = {2012.11.23}
+}
+
+@Article{Lee2014,
+ Title = {On model selection consistency of {$M$}-estimators with geometrically decomposable penalties},
+ Author = {Lee, Jason D. and Sun, Yuekai and Taylor, Jonathan E.},
+ Year = {2014},
+ Note = {arXiv:1305.7477v7},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.05}
+}
+
+@InProceedings{Lee2013a,
+ Title = {On model selection consistency of {M}-estimators with geometrically decomposable penalties},
+ Author = {Lee, Jason D. and Sun, Yuekai and Taylor, Jonathan E.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2013},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.05}
+}
+
+@Article{Lee1994,
+ Title = {{S}tate-space interpretation of model predictive control},
+ Author = {Lee, J. H. and Morari, M. and Garc{\'\i}a, C.E.},
+ Journal = {Automatica},
+ Year = {1994},
+ Number = {4},
+ Pages = {707--717},
+ Volume = {30},
+
+ Keywords = {optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lee1997,
+ Title = {{W}orst-case {F}ormulations of {M}odel {P}redictive {C}ontrol for {S}ystems with {B}ounded {P}arameters},
+ Author = {J. H. Lee and Z. Yu},
+ Journal = {Automatica},
+ Year = {1997},
+ Number = {5},
+ Pages = {763--781},
+ Volume = {33},
+
+ File = {Lee1997.pdf:Lee1997.pdf:PDF},
+ Keywords = {optimal control NMPC robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lee2010,
+ Title = {Admira: Atomic decomposition for minimum rank approximation},
+ Author = {Lee, K. and Bresler, Y.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2010},
+ Number = {9},
+ Pages = {4402--4416},
+ Volume = {56},
+
+ File = {lee2010admira.pdf:lee2010admira.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Lee2010a,
+ Title = {Biclustering via sparse singular value decomposition},
+ Author = {Lee, M. and Shen, H. and Huang, J.Z. and Marron, JS},
+ Journal = {Biometrics},
+ Year = {2010},
+ Number = {4},
+ Pages = {1087--1095},
+ Volume = {66},
+
+ File = {lee2010biclustering.pdf:Statistical Learning\\lee2010biclustering.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Wiley Online Library},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Lee2002,
+ Title = {Transcriptional regulatory networks in Saccharomyces cerevisiae.},
+ Author = {Tong Ihn Lee and Nicola J Rinaldi and François Robert and Duncan T Odom and Ziv Bar-Joseph and Georg K Gerber and Nancy M Hannett and Christopher T Harbison and Craig M Thompson and Itamar Simon and Julia Zeitlinger and Ezra G Jennings and Heather L Murray and D. Benjamin Gordon and Bing Ren and John J Wyrick and Jean-Bosco Tagne and Thomas L Volkert and Ernest Fraenkel and David K Gifford and Richard A Young},
+ Journal = {Science},
+ Year = {2002},
+
+ Month = {Oct},
+ Number = {5594},
+ Pages = {799--804},
+ Volume = {298},
+
+ Abstract = {We have determined how most of the transcriptional regulators encoded in the eukaryote Saccharomyces cerevisiae associate with genes across the genome in living cells. Just as maps of metabolic networks describe the potential pathways that may be used by a cell to accomplish metabolic processes, this network of regulator-gene interactions describes potential pathways yeast cells can use to regulate global gene expression programs. We use this information to identify network motifs, the simplest units of network architecture, and demonstrate that an automated process can use motifs to assemble a transcriptional regulatory network structure. Our results reveal that eukaryotic cellular functions are highly connected through networks of transcriptional regulators that regulate other transcriptional regulators.},
+ Doi = {10.1126/science.1075090},
+ File = {Lee et al 2002 - Transcriptional Regulatory Networks - Supp.pdf:BIO/Lee et al 2002 - Transcriptional Regulatory Networks - Supp.pdf:PDF},
+ Keywords = {Algorithms; Cell Cycle; Computational Biology; DNA, Fungal; Feedback, Biochemical; Gene Expression Profiling; Gene Expression Regulation, Fungal; Genes, Fungal; Genome, Fungal; Models, Genetic; Promoter Regions (Genetics); Protein Binding; Saccharomyces cerevisiae; Saccharomyces cerevisiae Proteins; Transcription Factors; Transcription, Genetic},
+ Owner = {luca},
+ Pii = {298/5594/799},
+ Pmid = {12399584},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1126/science.1075090}
+}
+
+@Article{Lee1996,
+ Title = {Efficient agnostic learning of neural networks with bounded fan-in},
+ Author = {Lee, Wee Sun and Bartlett, Peter L. and Williamson, Robert C.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {1996},
+
+ Month = nov,
+ Number = {6},
+ Pages = {2118--2132},
+ Volume = {42},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.05}
+}
+
+@TechReport{Lee2002a,
+ Title = {Multicategory Support Vector Machines, Theory, and Application to the Classification of Microarray Data and Satellite Radiance Data},
+ Author = {Yoonkyung Lee},
+ Institution = {Department of Statistics, University of Wisconsin},
+ Year = {2002},
+
+ File = {Lee02Multicategory.pdf:Statistical Learning/Multiclass/Lee02Multicategory.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@Article{Lee2004,
+ Title = {Multicategory Support Vector Machines: Theory and Application to the Classification of Microarray Data and Satellite Radiance Data.},
+ Author = {Lee, Y. and Lin, Y. and Wahba, G.},
+ Journal = {J. Amer. Stat. Assoc.},
+ Year = {2004},
+ Number = {465},
+ Pages = {67--82},
+ Volume = {99},
+
+ Owner = {jmscarlett},
+ Publisher = {American Statistical Association},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Lee2013,
+ Title = {A new approach to computing maximum flow using electrical flows},
+ Author = {Lee, Yin Tat and Rao, Satish and Srivastava, Nikhil},
+ Booktitle = {Proc. ACM Symp. Theory of Computing},
+ Year = {2013},
+ Pages = {755--764},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.18}
+}
+
+@Conference{Lee2006,
+ Title = {Semi-Supervised Learning in Reproducing Kernel Hilbert Spaces Using Local Invariances},
+ Author = {Lee, Zhang and Teh},
+ Booktitle = {Submitted to the 19th Annual Conference on Learning Theory},
+ Year = {2006},
+
+ File = {LeeZhangTeh06SemiSup.pdf:Statistical Learning/Semi-supervised/LeeZhangTeh06SemiSup.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.21}
+}
+
+@Article{Lefkimmiatis2012,
+ Title = {{H}essian-{B}ased {N}orm {R}egularization for {I}mage {R}estoration with {B}iomedical {A}pplications},
+ Author = {S. Lefkimmiatis and A. Bourquard and M. Unser},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2012},
+ Number = {3},
+ Pages = {983--995},
+ Volume = {21},
+
+ Owner = {quoctd},
+ Timestamp = {2013.12.19}
+}
+
+@Article{Lefkimmiatis2013,
+ Title = {{P}oisson {I}mage {R}econstruction with {H}essian {S}chatten-{N}orm {R}egularization},
+ Author = {S. Lefkimmiatis and M. Unser},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2013},
+ Number = {11},
+ Pages = {4314--4327},
+ Volume = {22},
+
+ Owner = {quoctd},
+ Timestamp = {2013.12.19}
+}
+
+@Article{Lefkimmiatis2013a,
+ Title = {{H}essian {S}chatten-{N}orm {R}egularization for {L}inear {I}nverse {P}roblems},
+ Author = {S. Lefkimmiatis and J.P. Ward and M. Unser},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2013},
+ Number = {5},
+ Pages = {1873--1888},
+ Volume = {22},
+
+ Owner = {quoctd},
+ Timestamp = {2013.12.19}
+}
+
+@Book{Lehmann1998,
+ Title = {Theory of Point Estimation},
+ Author = {Lehmann, E. L. and Casella, George},
+ Publisher = {Springer-Verl.},
+ Year = {1998},
+
+ Address = {New York, NY},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@TechReport{Leibfritz2004,
+ Title = {{COMP}leib: {C}onstraint matrix optimization problem library - a collection of test examples for nonlinear semidefinite programs, control system design and related
+problems},
+ Author = {F. Leibfritz},
+ Institution = {Dept. Math., Univ. Trier},
+ Year = {2004},
+
+ Address = {Trier, Germany},
+ Type = {Tech. Rep.},
+
+ File = {:Papers/Leibfritz2004.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Leibfritz2001,
+ Title = {{A} {LMI}-based algorithm for designing suboptimal static $\mathcal{H}_2 / \mathcal{H}_{\infty}$ output feedback controllers},
+ Author = {F. Leibfritz},
+ Journal = {SIAM J. Control Opt.},
+ Year = {2001},
+ Number = {6},
+ Pages = {1711001735},
+ Volume = {39},
+
+ File = {:Papers/Leibfritz2001.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.06}
+}
+
+@TechReport{Leibfritz2003,
+ Title = {Description of the benchmark examples in {COMP}leib 1.0},
+ Author = {F. Leibfritz and W. Lipinski},
+ Institution = {Dept. Math., Univ. Trier},
+ Year = {2003},
+
+ Address = {Trier, Germany},
+ Type = {Tech. Rep.},
+
+ File = {:Papers/Leibfritz2003.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Leibfritz2009,
+ Title = {{A} successive {SDP-NSDP} approach to a robust optimization problem in finance},
+ Author = {F. Leibfritz and J.H. Maruhn},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2009},
+ Number = {3},
+ Pages = {443--466},
+ Volume = {44},
+
+ File = {:Papers/Leibfritz2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.06}
+}
+
+@Article{Leibfritz2003a,
+ Title = {Trust region methods for solving the optimal output feedback design problem},
+ Author = {F. Leibfritz and E.M.E. Mostafa},
+ Journal = {Int. J. Control},
+ Year = {2003},
+ Number = {5},
+ Pages = {501--519},
+ Volume = {76},
+
+ File = {:Papers/Leibfritz2003a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.06}
+}
+
+@Article{Leibfritz2002,
+ Title = {{A}n {I}nterior {P}oint {C}onstrained {T}rust {R}egion {M}ethod for a {S}pecial {C}lass of {N}onlinear {S}emidefinite {P}rogramming {P}roblems},
+ Author = {F. Leibfritz and E.M.E. Mostafa},
+ Journal = {{SIAM} J. Opt.},
+ Year = {2002},
+ Number = {4},
+ Pages = { 1048-1074},
+ Volume = {12},
+
+ Keywords = {interior point semidefinite optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lein2007,
+ Title = {Genome-wide atlas of gene expression in the adult mouse brain},
+ Author = {Lein, E. and Hawrylycz, M. and Ao, N. and Ayres, M. and Bensinger, A. and Bernard, A. and Boe, A. and Boguski, M. and Brockway, K. and Byrnes, E. and others},
+ Journal = {Nature},
+ Year = {2007},
+ Number = {7124},
+ Pages = {168--176},
+ Volume = {445},
+
+ Owner = {jmscarlett},
+ Publisher = {Nature Publishing Group},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Leineweber1999,
+ Title = {{E}fficient reduced {SQP} methods for the optimization of chemical processes described by large sparse {DAE} models},
+ Author = {Leineweber, D.B.},
+ Publisher = {VDI Verlag},
+ Year = {1999},
+
+ Address = {D\"usseldorf},
+ Series = {Fortschritt-Berichte VDI Reihe 3, Verfahrens\-technik},
+ Volume = {613},
+
+ File = {Leineweber1999.pdf:Leineweber1999.pdf:PDF},
+ Keywords = {agbock SQP multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Leineweber1996,
+ Title = {{T}he theory of {MUSCOD} in a nutshell},
+ Author = {Leineweber, D.B.},
+ Institution = {Universit\"at Heidelberg},
+ Year = {1996},
+ Number = {96-19},
+ Type = {IWR-Pre\-print},
+
+ File = {Leineweber1996.pdf:Leineweber1996.pdf:PDF},
+ Keywords = {agbock SQP multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@MastersThesis{Leineweber1995,
+ Title = {{A}nalyse und {R}estrukturierung eines {V}erfahrens zur direkten {L}\"osung von {O}ptimal-{S}teuerungsproblemen},
+ Author = {Leineweber, D.B.},
+ School = {Universit\"at Heidelberg},
+ Year = {1995},
+
+ File = {Leineweber1995.pdf:Leineweber1995.pdf:PDF},
+ Keywords = {agbock SQP multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Leineweber1997,
+ Title = {{F}ast direct me\-thods for real-time optimization of chemical processes},
+ Author = {Leineweber, D.B. and Bock, H.G. and Schl\"oder, J.P.},
+ Booktitle = {Proc. IMACS World Congress on Scientific Computation, Modelling and Applied Mathematics},
+ Year = {1997},
+
+ Address = {Berlin},
+ Publisher = {Wissenschaft- und {T}echnik-Verlag},
+
+ Keywords = {agbock SQP multiple shooting optimal control realtime chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Leineweber1996a,
+ Title = {{LIBLAC} -- structured data types and basic operations for numerical linear algebra in an {ANSI} {C}/{F}ortran 77 environment.},
+ Author = {D.B. Leineweber and J.A. Jost},
+ Institution = {Universit\"at Heidelberg},
+ Year = {1996},
+
+ Address = {Heidelberg},
+ Number = {96-56},
+ Type = {IWR-Pre\-print},
+
+ File = {Leineweber1996a.pdf:Leineweber1996a.pdf:PDF},
+ Keywords = {agbock computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Leineweber2003a,
+ Title = {{A}n {E}fficient {M}ultiple {S}hooting {B}ased {R}educed {SQP} {S}trategy for {L}arge-{S}cale {D}ynamic {P}rocess {O}ptimization. {P}art {II}: {S}oftware {A}spects and {A}pplications},
+ Author = {D.B. Leineweber and A.A.S. Sch\"afer and H.G. Bock and J.P. Schl\"oder},
+ Journal = {Comp. Chem. Eng.},
+ Year = {2003},
+ Pages = {167--174},
+ Volume = {27},
+
+ File = {:Leineweber2003a.pdf:PDF},
+ Keywords = {agbock SQP multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Lemarechal2001,
+ Title = {Lagrangian Relaxation},
+ Author = {Lemar\'{e}chal, C.},
+ Booktitle = {Computational Combinatorial Optimization},
+ Publisher = {Springer Berlin / Heidelberg},
+ Year = {2001},
+ Editor = {J\"{u}nger, Michael and Naddef, Denis},
+ Note = {10.1007/3-540-45586-8\_4},
+ Pages = {112-156},
+ Series = {Lecture Notes in Computer Science},
+ Volume = {2241},
+
+ Affiliation = {Inria 655 avenue de l’Europe 38334 Montbonnot Saint Ismier France},
+ ISBN = {978-3-540-42877-0},
+ Keyword = {Computer Science},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/3-540-45586-8_4}
+}
+
+@Article{Lemarechal1997,
+ Title = {Practical aspects of the {M}oreau-{Y}osida regularization: Theoretical preliminaries},
+ Author = {Lemar\'{e}chal, Claude and Sagastiz\'{a}bal, Claudia},
+ Journal = {SIAM J. Opt.},
+ Year = {1997},
+ Number = {2},
+ Pages = {367--385},
+ Volume = {7},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Lemarechal1995,
+ Title = {New variants of bundle methods},
+ Author = {C. Lemarechal and A Nemirovskii and Y Nesterov},
+ Journal = {Math. Program.},
+ Year = {1995},
+ Pages = {111-147},
+ Volume = {69},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Article{Lenoir2007,
+ Title = {Accelerating convergence of a separable augmented {L}agrangian algorithm},
+ Author = {A. Lenoir and P. Mahey},
+ Journal = {Tech. Report., LIMOS/RR-07-14},
+ Year = {2007},
+ Pages = {1--34},
+
+ Owner = {quoctd},
+ Timestamp = {2012.05.23}
+}
+
+@Article{Lenzen2013,
+ Title = {A class of quasi-variational inequalities for adaptive image denoising and decomposition},
+ Author = {F. Lenzen and F. Becker and J. Lellmann and S. Petra and C. Schn\"{o}rr},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2013},
+ Pages = {1--28},
+ Volume = {xx},
+
+ File = {:Papers/Lenzen2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Electronic{Lewis2008,
+ Title = {A proximal method for composite minimization},
+ Author = {A. S. Lewis and S. J. Wright},
+ Url = {http://arxiv.org/abs/0812.0423},
+ Year = {2008},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.07}
+}
+
+@InProceedings{Lewis1993,
+ Title = {Distributed memory matrix-vector multiplication and conjugate gradient algorithms},
+ Author = {Lewis, J.G. and van de Geijn, R.A.},
+ Booktitle = {Supercomputing '93. Proceedings},
+ Year = {1993},
+ Month = {nov.},
+ Pages = { 484 - 492},
+
+ Doi = {10.1109/SUPERC.1993.1263496},
+ ISSN = {1063-9535},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Li2007,
+ Title = {Network neighborhood analysis with the multi-node topological overlap measure.},
+ Author = {Ai Li and Steve Horvath},
+ Journal = {Bioinformatics},
+ Year = {2007},
+
+ Month = {Jan},
+ Number = {2},
+ Pages = {222--231},
+ Volume = {23},
+
+ Abstract = {MOTIVATION: The goal of neighborhood analysis is to find a set of genes (the neighborhood) that is similar to an initial 'seed' set of genes. Neighborhood analysis methods for network data are important in systems biology. If individual network connections are susceptible to noise, it can be advantageous to define neighborhoods on the basis of a robust interconnectedness measure, e.g. the topological overlap measure. Since the use of multiple nodes in the seed set may lead to more informative neighborhoods, it can be advantageous to define multi-node similarity measures. RESULTS: The pairwise topological overlap measure is generalized to multiple network nodes and subsequently used in a recursive neighborhood construction method. A local permutation scheme is used to determine the neighborhood size. Using four network applications and a simulated example, we provide empirical evidence that the resulting neighborhoods are biologically meaningful, e.g. we use neighborhood analysis to identify brain cancer related genes. AVAILABILITY: An executable Windows program and tutorial for multi-node topological overlap measure (MTOM) based analysis can be downloaded from the webpage (http://www.genetics.ucla.edu/labs/horvath/MTOM/).},
+ Doi = {10.1093/bioinformatics/btl581},
+ File = {BIO\\Li07NetworkNeighborhood.pdf:BIO\\Li07NetworkNeighborhood.pdf:PDF},
+ Owner = {BaldaZen},
+ Pii = {btl581},
+ Pmid = {17110366},
+ Timestamp = {2007.02.07},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btl581}
+}
+
+@Article{Li1986,
+ Title = {Asymptotic optimality of {$C_L$} and generalized cross-validation in ridge regression with application to spline smoothing},
+ Author = {Li, Ker-Chau},
+ Journal = {Ann. Stats.},
+ Year = {1986},
+ Number = {3},
+ Pages = {1101--1112},
+ Volume = {14},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.09}
+}
+
+@Article{Li1985,
+ Title = {From {S}tein's unbiased risk estimates to the method of generalized cross validation},
+ Author = {Li, Ker-Chau},
+ Journal = {Ann. Stats.},
+ Year = {1985},
+ Number = {4},
+ Pages = {1352--1377},
+ Volume = {13},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.04}
+}
+
+@Article{Li2004a,
+ Title = {Statistical modeling of complex backgrounds for foreground object detection},
+ Author = {Li, Liyuan and Huang, Weimin and Gu, Irene Yu-Hua and Tian, Qi},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2004},
+ Number = {11},
+ Pages = {1459--1472},
+ Volume = {13},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Li2010,
+ Title = {An inexact interior point method for l 1-regularized sparse covariance selection},
+ Author = {Li, L. and Toh, K.C.},
+ Journal = {Math. Prog. Comp.},
+ Year = {2010},
+ Number = {3},
+ Pages = {291--315},
+ Volume = {2},
+
+ Owner = {quoctd},
+ Publisher = {Springer},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Li1990,
+ Title = {{N}ewton-{T}ype {C}ontrollers for {C}onstrained {N}onlinear {P}rocesses with {U}ncertainty},
+ Author = {W.C. Li and L.T. Biegler},
+ Journal = {Ind. Eng. Chem. Res.},
+ Year = {1990},
+ Pages = {1647--1657},
+ Volume = {29},
+
+ Keywords = {optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Li1989,
+ Title = {{M}ultistep, {N}ewton-{T}ype {C}ontrol {S}trategies for {C}onstrained {N}onlinear {P}rocesses},
+ Author = {W.C. Li and L.T. Biegler},
+ Journal = {Chem. Eng. Res. Des.},
+ Year = {1989},
+ Pages = {562--577},
+ Volume = {67},
+
+ File = {Li1989.pdf:Li1989.pdf:PDF},
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Li1990a,
+ Title = {{A} {C}onstrained {P}seudo-{N}ewton {C}ontrol {S}trategy for {N}onlinear {S}ystems},
+ Author = {W.C. Li and L.T. Biegler and C.G. Economou and M. Morari},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1990},
+ Number = {451-468},
+ Volume = {14(4/5)},
+
+ File = {Li1990a.pdf:Li1990a.pdf:PDF},
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Li2014a,
+ Title = {Sparsistency of $\ell_1$-regularized {$M$}-estimators},
+ Author = {Li, Yen-Huan and Ravikumar, Pradeep and Cevher, Volkan},
+ Institution = {{\'{E}}cole Polytechnique F\'{e}d\'{e}rale de Lausanne},
+ Year = {2014},
+ Note = {{EPFL-REPORT-199452}},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.22}
+}
+
+@Article{Li2014b,
+ Title = {Sparsistency of {$\ell_1$}-regularized {$M$}-estimators},
+ Author = {Li, Yen-Huan and Scarlett, Jonathan and Ravikumar, Pradeep and Cevher, Volkan},
+ Year = {2014},
+ Note = {arXiv:1410.7605 [math.ST]},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.13}
+}
+
+@InCollection{Liang2012,
+ Title = {Repairing sparse low-rank texture},
+ Author = {Liang, Xiao and Ren, Xiang and Zhang, Zhengdong and Ma, Yi},
+ Booktitle = {Computer Vision ECCV},
+ Publisher = {Springer},
+ Year = {2012},
+ Pages = {482--495},
+
+ File = {liang2012repairing.pdf:liang2012repairing.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Liao2003,
+ Title = {Network component analysis: reconstruction of regulatory signals in biological systems.},
+ Author = {James C Liao and Riccardo Boscolo and Young-Lyeol Yang and Linh My Tran and Chiara Sabatti and Vwani P Roychowdhury},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2003},
+
+ Month = {Dec},
+ Number = {26},
+ Pages = {15522--15527},
+ Volume = {100},
+
+ Abstract = {High-dimensional data sets generated by high-throughput technologies, such as DNA microarray, are often the outputs of complex networked systems driven by hidden regulatory signals. Traditional statistical methods for computing low-dimensional or hidden representations of these data sets, such as principal component analysis and independent component analysis, ignore the underlying network structures and provide decompositions based purely on a priori statistical constraints on the computed component signals. The resulting decomposition thus provides a phenomenological model for the observed data and does not necessarily contain physically or biologically meaningful signals. Here, we develop a method, called network component analysis, for uncovering hidden regulatory signals from outputs of networked systems, when only a partial knowledge of the underlying network topology is available. The a priori network structure information is first tested for compliance with a set of identifiability criteria. For networks that satisfy the criteria, the signals from the regulatory nodes and their strengths of influence on each output node can be faithfully reconstructed. This method is first validated experimentally by using the absorbance spectra of a network of various hemoglobin species. The method is then applied to microarray data generated from yeast Saccharamyces cerevisiae and the activities of various transcription factors during cell cycle are reconstructed by using recently discovered connectivity information for the underlying transcriptional regulatory networks.},
+ Doi = {10.1073/pnas.2136632100},
+ File = {Liao et al 2003.pdf:BIO/Liao et al 2003.pdf:PDF},
+ Keywords = {Biology; Gene Expression Regulation; Hemoglobins; Image Processing, Computer-Assisted; Models, Genetic; Nerve Net; Oligonucleotide Array Sequence Analysis; Reproducibility of Results; Signal Transduction},
+ Owner = {luca},
+ Pii = {2136632100},
+ Pmid = {14673099},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1073/pnas.2136632100}
+}
+
+@Conference{Liberati,
+ Title = {CLASSIFICAZIONE AUTOMATICA E SELEZIONE DELLE VARIABILI SALIENTI MEDIANTE ANALISI MULTIVARIATA DI DATI},
+ Author = {Liberati},
+
+ File = {Liberati.pdf:BIO/Liberati.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.25}
+}
+
+@Article{Liebman1992,
+ Title = {{E}fficient {D}ata {R}econciliation and {E}stimation for {D}ynamic {P}rocesses {U}sing {N}onlinear {P}rogramming {T}echniques},
+ Author = {Liebman, M.J. and Edgar, T.F. and Lasdon, L.S.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1992},
+ Number = {10/11},
+ Pages = {963--986},
+ Volume = {16},
+
+ Keywords = {parameter estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lin2007,
+ Title = {Boosting multiclass learning with repeating codes and weak detectors for protein subcellular localization.},
+ Author = {Chung-Chih Lin and Yuh-Show Tsai and Yu-Shi Lin and Tai-Yu Chiu and Chia-Cheng Hsiung and May-I. Lee and Jeremy C Simpson and Chun-Nan Hsu},
+ Journal = {Bioinformatics},
+ Year = {2007},
+
+ Month = {Dec},
+ Number = {24},
+ Pages = {3374--3381},
+ Volume = {23},
+
+ Abstract = {MOTIVATION: Determining locations of protein expression is essential to understand protein function. Advances in green fluorescence protein (GFP) fusion proteins and automated fluorescence microscopy allow for rapid acquisition of large collections of protein localization images. Recognition of these cell images requires an automated image analysis system. Approaches taken by previous work concentrated on designing a set of optimal features and then applying standard machine-learning algorithms. In fact, trends of recent advances in machine learning and computer vision can be applied to improve the performance. One trend is the advances in multiclass learning with error-correcting output codes (ECOC). Another trend is the use of a large number of weak detectors with boosting for detecting objects in images of real-world scenes. RESULTS: We take advantage of these advances to propose a new learning algorithm, AdaBoost.ERC, coupled with weak and strong detectors, to improve the performance of automatic recognition of protein subcellular locations in cell images. We prepared two image data sets of CHO and Vero cells and downloaded a HeLa cell image data set in the public domain to evaluate our new method. We show that AdaBoost.ERC outperforms other AdaBoost extensions. We demonstrate the benefit of weak detectors by showing significant performance improvements over classifiers using only strong detectors. We also empirically test our method's capability of generalizing to heterogeneous image collections. Compared with previous work, our method performs reasonably well for the HeLa cell images. AVAILABILITY: CHO and Vero cell images, their corresponding feature sets (SSLF and WSLF), our new learning algorithm, AdaBoost.ERC, and Supplementary Material are available at http://aiia.iis.sinica.edu.tw/},
+ Doi = {10.1093/bioinformatics/btm497},
+ File = {Lin07Boosting.pdf:/home/baldazen/Desktop/Scienza/VC/Lin07Boosting.pdf:PDF},
+ Keywords = {Algorithms; Artificial Intelligence; Image Interpretation, Computer-Assisted; Microscopy, Fluorescence; Pattern Recognition, Automated; Proteins; Subcellular Fractions},
+ Owner = {baldazen},
+ Pii = {btm497},
+ Pmid = {17956879},
+ Timestamp = {2008.01.31},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btm497}
+}
+
+@Article{Lin2013,
+ Title = {An Adaptive Accelerated Proximal Gradient Method and its Homotopy Continuation for Sparse Optimization},
+ Author = {Lin, Qihang and Xiao, Lin},
+ Year = {2013},
+
+ File = {lin2013adaptive.pdf:Optimization/lin2013adaptive.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Lin1992,
+ Title = {{C}omplete {D}ecomposition {A}lgorithm for {N}onconvex {S}eparable {O}ptimization {P}roblems and {A}pplications},
+ Author = {S.Y. Lin},
+ Journal = {Automatica},
+ Year = {1992},
+ Number = {6},
+ Pages = {1249--1254},
+ Volume = {28},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.24}
+}
+
+@Article{Lin2010,
+ Title = {The augmented lagrange multiplier method for exact recovery of corrupted low-rank matrices},
+ Author = {Lin, Zhouchen and Chen, Minming and Ma, Yi},
+ Journal = {arXiv preprint arXiv:1009.5055},
+ Year = {2010},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Lin2009,
+ Title = {{T}he {A}ugmented {L}agrange {M}ultiplier {M}ethod for {E}xact {R}ecovery of {C}orrupted {L}ow-{R}ank {M}atrices},
+ Author = {Z. Lin and M. Chen and L. Wu and Y. Ma},
+ Journal = {UIUC Technical Report UILU-ENG-09-2215},
+ Year = {2009},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.22}
+}
+
+@Article{Lin2009a,
+ Title = {Fast convex optimization algorithms for exact recovery of a corrupted low-rank matrix},
+ Author = {Lin, Z. and Ganesh, A. and Wright, J. and Wu, L. and Chen, M. and Ma, Y.},
+ Journal = {Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP)},
+ Year = {2009},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Lincoln2002,
+ Title = {{S}uboptimal dynamic programming with error bounds},
+ Author = {B. Lincoln and A. Rantzer},
+ Booktitle = {Proc. Conf. Decision and Control},
+ Year = {2002},
+
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lions2001,
+ Title = {Résolution d'EDP par un schéma en temps «pararéel »},
+ Author = {Jacques-Louis Lions and Yvon Maday and Gabriel Turinici},
+ Journal = {Comptes Rendus de l'Académie des Sciences - Series I},
+ Year = {2001},
+ Number = {7},
+ Pages = {661 - 668},
+ Volume = {332},
+
+ Doi = {10.1016/S0764-4442(00)01793-6},
+ ISSN = {0764-4442},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0764444200017936}
+}
+
+@Article{Lions1979,
+ Title = {Splitting algorithms for the sum of two nonlinear operators},
+ Author = {P. L. Lions and B. Mercier},
+ Journal = {SIAM J. Numer. Anal.},
+ Year = {1979},
+ Pages = {964--979},
+ Volume = {16},
+
+ Owner = {quoctd},
+ Timestamp = {2014.07.14}
+}
+
+@Book{Lipschutz1999,
+ Title = {{L}ineare {A}lgebra. {S}chaum's {\"U}berblicke und {A}ufgaben},
+ Author = {S. Lipschutz},
+ Publisher = {McGraw-Hill Germany/Hanser Fachbuchverlag},
+ Year = {1999},
+
+ Address = {M\"unchen},
+ Edition = {2},
+ Note = {Enth\"alt viele sch\"one Beispiele, erkl\"art alles sch\"on ausf\"uhrlich. Auch gut zur Nacharbeitung des Stoffes in Linearer Algebra geeignet.},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Liu2009,
+ Title = {Multi-output regression on the output manifold},
+ Author = {Guangcan Liu and Zhouchen Lin and Yong Yu},
+ Journal = {Pattern Recognition},
+ Year = {2009},
+ Number = {11},
+ Pages = {2737 - 2743},
+ Volume = {42},
+
+ Doi = {DOI: 10.1016/j.patcog.2009.05.001},
+ File = {:Statistical Learning/Manifold/liu09multimanifold.pdf:PDF},
+ ISSN = {0031-3203},
+ Keywords = {Regression analysis},
+ Owner = {baldassarre},
+ Timestamp = {2009.07.15},
+ Url = {http://www.sciencedirect.com/science/article/B6V14-4W8VVYM-1/2/c5167946f20b7183b2a249ab278127cc}
+}
+
+@Article{Liu2013,
+ Title = {Modified subspace {B}arzilai-{B}orwein gradient method for non-negative matrix factorization},
+ Author = {H. Liu and X. Li},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2013},
+ Pages = {1--24},
+ Volume = {xx},
+
+ File = {:E-Books/Papers/Liu2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@InProceedings{Liu2010,
+ Title = {An efficient algorithm for a class of fused lasso problems},
+ Author = {Liu, J. and Yuan, L. and Ye, J.},
+ Booktitle = {ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
+ Year = {2010},
+
+ File = {liu2010efficient.pdf:Statistical Learning\\SPARSITY\\liu2010efficient.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2012.02.24}
+}
+
+@Article{Liu2012,
+ Title = {Ensemble sparse classification of Alzheimer's disease},
+ Author = {Manhua Liu and Daoqiang Zhang and Dinggang Shen},
+ Journal = {NeuroImage},
+ Year = {2012},
+ Number = {2},
+ Pages = {1106 - 1116},
+ Volume = {60},
+
+ Doi = {10.1016/j.neuroimage.2012.01.055},
+ File = {liu2012ensemble.pdf:NEURO\\liu2012ensemble.pdf:PDF},
+ ISSN = {1053-8119},
+ Keywords = {AD diagnosis},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://www.sciencedirect.com/science/article/pii/S1053811912000729}
+}
+
+@Article{Liu2005,
+ Title = {A tractable probabilistic model for Affymetrix probe-level analysis across multiple chips.},
+ Author = {Xuejun Liu and Marta Milo and Neil D Lawrence and Magnus Rattray},
+ Journal = {Bioinformatics},
+ Year = {2005},
+
+ Month = {Sep},
+ Number = {18},
+ Pages = {3637--3644},
+ Volume = {21},
+
+ Abstract = {MOTIVATION: Affymetrix GeneChip arrays are currently the most widely used microarray technology. Many summarization methods have been developed to provide gene expression levels from Affymetrix probe-level data. Most of the currently popular methods do not provide a measure of uncertainty for the expression level of each gene. The use of probabilistic models can overcome this limitation. A full hierarchical Bayesian approach requires the use of computationally intensive MCMC methods that are impractical for large datasets. An alternative computationally efficient probabilistic model, mgMOS, uses Gamma distributions to model specific and non-specific binding with a latent variable to capture variations in probe affinity. Although promising, the main limitations of this model are that it does not use information from multiple chips and does not account for specific binding to the mismatch (MM) probes. RESULTS: We extend mgMOS to model the binding affinity of probe-pairs across multiple chips and to capture the effect of specific binding to MM probes. The new model, multi-mgMOS, provides improved accuracy, as demonstrated on some bench-mark datasets and a real time-course dataset, and is much more computationally efficient than a competing hierarchical Bayesian approach that requires MCMC sampling. We demonstrate how the probabilistic model can be used to estimate credibility intervals for expression levels and their log-ratios between conditions. AVAILABILITY: Both mgMOS and the new model multi-mgMOS have been implemented in an R package, which is available at http://www.bioinf.man.ac.uk/resources/puma.},
+ Doi = {10.1093/bioinformatics/bti583},
+ File = {A tractable probabilistic model for Affymetrix probe-level analysis across multiple chips.pdf:BIO/A tractable probabilistic model for Affymetrix probe-level analysis across multiple chips.pdf:PDF},
+ Keywords = {Algorithms; Animals; Bayes Theorem; Computational Biology; Computer Simulation; Gene Expression Profiling; Gene Expression Reg; Humans; Models, Genetic; Models, Statistical; Monte Carlo Method; Oligonucleotide Array Sequence Analysis; Probability; Reproducibility of Results; Sensitivity and Specificity; Software; Statistics; Time Factors; ulation},
+ Owner = {luca},
+ Pii = {bti583},
+ Pmid = {16020470},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/bti583}
+}
+
+@Article{LoGerfo2008,
+ Title = {Spectral Algorithms for Supervised Learning},
+ Author = {Lo Gerfo, L. and Rosasco, L. and Odone, F. and De Vito, E. and Verri A.},
+ Journal = {Neural Comp.},
+ Year = {2008},
+ Number = {7},
+ Pages = {1873--1897},
+ Volume = {20},
+
+ File = {LoGerfo08Spectral.pdf:Statistical Learning/LoGerfo08Spectral.pdf:PDF},
+ Owner = {baldazen},
+ Publisher = {MIT Press},
+ Timestamp = {2008.01.25}
+}
+
+@Article{Lobo1998,
+ Title = {Applications of Second-Order Cone Programming},
+ Author = {M. Lobo and L. Vandenberghe and S. Boyd, and H. Lebret},
+ Journal = {Lin. Alg. Apps.},
+ Year = {1998},
+ Pages = {193--228},
+ Volume = {284},
+
+ File = {:Papers/Lobo1998.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Book{Lockett1986,
+ Title = {{D}istillation {T}ray fundamentals},
+ Author = {Lockett, M.J.},
+ Publisher = {Cambridge University Press},
+ Year = {1986},
+
+ Address = {Cambridge},
+
+ Keywords = {chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lockhart2014,
+ Title = {A significance test for the lasso},
+ Author = {Lockhart, Richard and Taylor, Jonathan and Tibshirani, Ryan J. and Tibshirani, Robert},
+ Journal = {Ann. Stats.},
+ Year = {2014},
+ Number = {2},
+ Pages = {413--468},
+ Volume = {42},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.28}
+}
+
+@Article{Logist2012,
+ Title = {Multi-objective optimal control of chemical processes using ACADO toolkit},
+ Author = {F. Logist and M. Vallerio and B. Houska and M. Diehl and J. Van Impe},
+ Journal = {Comp. Chem. Eng.},
+ Year = {2012},
+ Number = {0},
+ Pages = {191 - 199},
+ Volume = {37},
+
+ Doi = {10.1016/j.compchemeng.2011.11.002},
+ File = {logist2012.pdf:logist2012.pdf:PDF},
+ ISSN = {0098-1354},
+ Keywords = {Multi-objective optimisation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0098135411003231}
+}
+
+@Article{Logsdon1993,
+ Title = {{A}ccurate {D}etermination of {O}ptimal {R}eflux {P}olicies for the {M}aximum {D}istillate {P}roblem in {B}atch {D}istillation},
+ Author = {Logsdon, J.S. and L.T. Biegler},
+ Journal = {I \& {EC} {R}esearch},
+ Year = {1993},
+ Number = {32},
+ Pages = {692},
+ Volume = {4},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Logsdon1990,
+ Title = {{O}n the {S}imultaneous {O}ptimal {D}esign and {O}peration of {B}atch {D}istillation {C}olumns},
+ Author = {Logsdon, J.S. and U.M. Diwekar and L.T. Biegler},
+ Journal = {Trans. Chem. Eng.},
+ Year = {1990},
+ Pages = {434},
+ Volume = {68},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Loh2013,
+ Title = {Structure estimation for discrete graphical models: Generalized covariance matrices and their inverses},
+ Author = {Loh, P. and Wainwright, M. and others},
+ Journal = {Ann. Stats..},
+ Year = {2013},
+ Number = {6},
+ Pages = {3022--3049},
+ Volume = {41},
+
+ Owner = {jmscarlett},
+ Publisher = {Institute of Mathematical Statistics},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Loh2013a,
+ Title = {Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima},
+ Author = {Loh, Po-Ling and Wainwright, Martin J},
+ Journal = {arXiv preprint arXiv:1305.2436},
+ Year = {2013},
+
+ File = {loh2013regularized.pdf:loh2013regularized.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Lootsma1988,
+ Title = {State-of-the-art in parallel nonlinear optimization},
+ Author = {F. A. Lootsma and K. M. Ragsdell},
+ Journal = {Parallel Computing},
+ Year = {1988},
+ Number = {2},
+ Pages = {133-155},
+ Volume = {6},
+
+ Doi = {DOI: 10.1016/0167-8191(88)90080-4},
+ ISSN = {0167-8191},
+ Keywords = {Unconstrained optimization, distributed optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/B6V12-4903S2K-1K/2/b1a5c45ecc9dacb1938c6be767ceca29}
+}
+
+@InCollection{Lops2011,
+ Title = {Content-based Recommender Systems: State of the Art and Trends},
+ Author = {Pasquale Lops and Marco de Gemmis and Giovanni Semeraro},
+ Booktitle = {Recommender Systems Handbook},
+ Publisher = {Springer US},
+ Year = {2011},
+
+ ISBN = {978-0-387-85819-7},
+ Language = {English},
+ Owner = {jmscarlett}
+}
+
+@Article{Loris2009,
+ Title = {On the performance of algorithms for the minimization of $\ell_1$-penalized functionals},
+ Author = {Ignace Loris},
+ Journal = {Inverse Problems},
+ Year = {2009},
+ Number = {3},
+ Pages = {035008},
+ Volume = {25},
+
+ Abstract = {The problem of assessing the performance of algorithms used for the minimization of an â„“ 1 -penalized least-squares functional, for a range of penalty parameters, is investigated. A criterion that uses the idea of 'approximation isochrones' is introduced. Five different iterative minimization algorithms are tested and compared, as well as two warm-start strategies. Both well-conditioned and ill-conditioned problems are used in the comparison, and the contrast between these two categories is highlighted.},
+ File = {loris2009performance.pdf:Statistical Learning\\SPARSITY\\loris2009performance.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://stacks.iop.org/0266-5611/25/i=3/a=035008}
+}
+
+@Article{Loris2011,
+ Title = {On a generalization of the iterative soft-thresholding algorithm for the case of non-separable penalty},
+ Author = {Ignace Loris and Caroline Verhoeven},
+ Journal = {Inverse Problems},
+ Year = {2011},
+ Pages = {125007},
+ Volume = {27},
+
+ Doi = {http://dx.doi.org/10.1088/0266-5611/27/12/125007},
+ File = {loris2011generalization.pdf:Optimization\\loris2011generalization.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://arxiv.org/abs/1104.1087}
+}
+
+@InProceedings{Lounici2009,
+ Title = {Taking advantage of sparsity in multi-task learning.},
+ Author = {Lounici, K. and Pontil, M. and Tsybakov, A.B. and van de Geer, S.A.},
+ Booktitle = {Proc. Conf. Learn. Theory (COLT)},
+ Year = {2009},
+
+ File = {lounici2009sparsitymtl.pdf:Statistical Learning/Multitask/lounici2009sparsitymtl.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.01.05}
+}
+
+@InCollection{Lovasz1983,
+ Title = {Submodular functions and convexity},
+ Author = {Lov{\'a}sz, L.},
+ Booktitle = {Math. Prog. The State of the Art},
+ Publisher = {Springer},
+ Year = {1983},
+ Pages = {235--257},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Love1973,
+ Title = {A dual decomposition method for minimizing transportation costs in multifacility location problems},
+ Author = {R.F. Love and S.A. Kraemer},
+ Journal = {Transportation Sci.},
+ Year = {1973},
+ Pages = {297--316},
+ Volume = {7},
+
+ File = {:Papers/Love1973.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@InProceedings{Low2006,
+ Title = {{C}ross-{L}ayer {C}ongestion {C}ontrol, {R}outing and {S}cheduling {D}esign in {A}d {H}oc {W}ireless {N}etworks},
+ Author = {Low, S. H., Chiang, M. and Doyle, J. C.},
+ Booktitle = {INFOCOM 2006 - 25th IEEE International Conference on Computer Communications},
+ Year = {2006},
+ Month = {April},
+ Pages = {1--13},
+
+ File = {:Papers/Low2006.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.07}
+}
+
+@Article{Lowe2004,
+ Title = {Distinctive Image Features from Scale-Invariant Keypoints},
+ Author = {Lowe, D.},
+ Journal = {Int. J. Comp. Vision},
+ Year = {2004},
+ Pages = {91-110},
+ Volume = {60},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Lowitzsch2005,
+ Title = {A density theorem for matrix-valued radial basis functions},
+ Author = {Lowitzsch, S.},
+ Journal = {Numerical Algorithms},
+ Year = {2005},
+ Number = {1},
+ Pages = {253--256},
+ Volume = {39},
+
+ File = {lowitzsch2005density.pdf:Statistical Learning/Vector-valued/lowitzsch2005density.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Lu2010,
+ Title = {Adaptive first-order methods for general sparse inverse covariance selection},
+ Author = {Lu, Z.},
+ Journal = {SIAM Journal on Matrix Anal. and Apps.},
+ Year = {2010},
+ Number = {4},
+ Pages = {2000--2016},
+ Volume = {31},
+
+ Owner = {quoctd},
+ Publisher = {SIAM},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Lu2009,
+ Title = {Smooth optimization approach for sparse covariance selection},
+ Author = {Z. Lu},
+ Journal = {SIAM J. Opt.},
+ Year = {2009},
+ Number = {4},
+ Pages = {1807--1827},
+ Volume = {19},
+
+ Owner = {quoctd},
+ Timestamp = {2013.10.25}
+}
+
+@Article{Lu2012,
+ Title = {An augmented {L}agrangian approach for sparse principal component analysis},
+ Author = {Z. Lu and Y. Zhang},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {149--193},
+ Volume = {135},
+
+ File = {:Papers/Lu2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.01}
+}
+
+@Article{Lucet2010,
+ Title = {What Shape Is Your Conjugate? A Survey of Computational Convex Analysis and Its Applications},
+ Author = {Y. Lucet},
+ Journal = {SIAM Rev.},
+ Year = {2010},
+ Number = {3},
+ Pages = {505--542},
+ Volume = {52},
+
+ File = {:Papers/Lucet2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@TechReport{Lucia2012b,
+ Title = {Stability Properties of Multi-Stage Robust Nonlinear Model Predictive Control},
+ Author = {S.~Lucia and S.~Engell},
+ Institution = {Process Dynamics and Operations Group, Technische Universit\"at Dortmund},
+ Year = {2012},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Lucia2013,
+ Title = {Multi-stage Nonlinear Model Predictive Control Applied to a Semi-batch Polymerization Reactor under Uncertainty},
+ Author = {S.~Lucia and T.~Finkler and S.~Engell},
+ Institution = {Process Dynamics and Operations Group, Technische Universit\"at Dortmund},
+ Year = {2013},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lugosi2004,
+ Title = {On the Bayes-risk consistency of regularized boosting methods},
+ Author = {Lugosi, G. and Vayatis, N.},
+ Journal = {Ann. Stats.},
+ Year = {2004},
+ Number = {1},
+ Pages = {30--55},
+ Volume = {32},
+
+ File = {lugosi2004bayesrisk.pdf:Statistical Learning/Classification/lugosi2004bayesrisk.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {IMS INSTITUTE OF MATHEMATICAL STATISTICS},
+ Timestamp = {2010.01.08}
+}
+
+@Article{Luke2012,
+ Title = {Prox-Regularity of Rank Constraint Sets and Implications for Algorithms},
+ Author = {Luke, D.R.},
+ Journal = {J. Math. Imag. Vis.},
+ Year = {2012},
+ Pages = {1-8},
+
+ Doi = {10.1007/s10851-012-0406-3},
+ File = {luke2012prox.pdf:Optimization/luke2012prox.pdf:PDF},
+ ISSN = {0924-9907},
+ Keywords = {Rank optimization; Rank constraint; Sparsity; Normal cone; Prox-regular; Constraint qualification; Projection operator; Method of alternating projections; Linear convergence; Superregularity},
+ Language = {English},
+ Owner = {jmscarlett},
+ Publisher = {Springer US},
+ Timestamp = {2014.11.25},
+ Url = {http://dx.doi.org/10.1007/s10851-012-0406-3}
+}
+
+@Article{Luna2012,
+ Title = {A class of {D}antzig--{W}olfe type decomposition methods for variational inequality problems},
+ Author = {J.P. Luna and C. Sagastiz\'{a}bal and M. Solodov},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Luna2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Lustig2007,
+ Title = {Sparse MRI: The application of compressed sensing for rapid MR imaging},
+ Author = {Lustig, M. and Donoho, D. and Pauly, J.},
+ Journal = {Mag. Reson. Med.},
+ Year = {2007},
+ Number = {6},
+ Pages = {1182--1195},
+ Volume = {58},
+
+ Owner = {jmscarlett},
+ Publisher = {Wiley Online Library},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Luus2000,
+ Title = {{I}terative {D}ynamic {P}rogramming},
+ Author = {Rein Luus},
+ Publisher = {CRC Press LLC},
+ Year = {2000},
+
+ Address = {Boca Raton, FL},
+ Note = {ISBN: 1584881488},
+
+ Keywords = {optimal control indirect methods},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Luxburg2004,
+ Title = {A Compression Approach to Support Vector Model Selection},
+ Author = {Luxburg, Bousquet, Scholkopf},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2004},
+ Pages = {293-323},
+ Volume = {5},
+
+ File = {A Compression Approach to Support Vector Model Selection.pdf:Statistical Learning/A Compression Approach to Support Vector Model Selection.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Book{Luyben1992,
+ Title = {{P}ractical distillation control},
+ Author = {W.L. Luyben},
+ Publisher = {McGraw-Hill},
+ Year = {1992},
+
+ Address = {New York},
+ Note = {ISBN 0-442-00601-2},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Luyben1990,
+ Title = {{M}ulticomponent batch distillation. 2. {C}omparison of alternative slop handling and operating strategies},
+ Author = {W.L. Luyben},
+ Journal = {Ind. Eng. Chem. Res.},
+ Year = {1990},
+ Pages = {1915--1921},
+ Volume = {29},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Luyben1990a,
+ Title = {{P}rocess modeling, simulation, and control for chemical engineers},
+ Author = {W.L. Luyben},
+ Publisher = {McGraw-Hill},
+ Year = {1990},
+
+ Address = {New York},
+ Note = {ISBN 0-07-039159-9},
+
+ Keywords = {chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Luyben1988,
+ Title = {{M}ulticomponent batch distillation. 1. {T}ernary systems with slop recycle},
+ Author = {W.L. Luyben},
+ Journal = {Ind. Eng. Chem. Res.},
+ Year = {1988},
+ Pages = {642--647},
+ Volume = {27},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lyapunov1907,
+ Title = {{P}robl\'eme general de la stabilit\'e du mouvement},
+ Author = {M.A. Lyapunov},
+ Journal = {Ann. Fac. Sci. Toulouse Math.},
+ Year = {1907},
+ Pages = {pp. 203-474},
+ Volume = {5(9)},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Lygeros1999,
+ Title = {Controllers for reachibility specifications for hybrid systems},
+ Author = {J.~Lygeros and C.~Tomlin and S.~Sastry},
+ Journal = {Automatica},
+ Year = {1999},
+ Pages = {pp. 349--370},
+ Volume = {35},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Mhamdi1996,
+ Title = {{N}ewton-type {R}eceding {H}orizon {C}ontrol and {S}tate {E}stimation},
+ Author = {M{'}hamdi, A. and Helbig, A. and Abel, O. and Marquardt, W.},
+ Booktitle = {Proc. IFAC World Congress},
+ Year = {1996},
+
+ Address = {San Francisco},
+ Pages = {121--126},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Publishers = {Elsevier Science Inc.},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Moennigmann2003,
+ Title = {{S}teady {S}tate {P}rocess {O}ptimization with {G}uaranteed {R}obustness {S}tability and {F}easibility},
+ Author = {M. M\"onnigmann and W. Marquardt},
+ Journal = {{AIChE} Journal},
+ Year = {2003},
+ Number = {12},
+ Pages = {3110--3126},
+ Volume = {49},
+
+ Keywords = {optimal control chemistry robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{M2012,
+ Title = {Alternating proximal gradient method for convex minimization},
+ Author = {S. Ma},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Ma2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Ma2011,
+ Title = {Fixed point and Bregman iterative methods for matrix rank minimization},
+ Author = {Ma, S. and Goldfarb, D. and Chen, L.},
+ Journal = {Math. Prog.},
+ Year = {2011},
+ Number = {1},
+ Pages = {321--353},
+ Volume = {128},
+
+ File = {ma2011fixed.pdf:Optimization/ma2011fixed.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Ma2013,
+ Title = {Alternating direction methods for latent variable gaussian graphical model selection},
+ Author = {S. Ma and L. Xue and H. Zou},
+ Journal = {Neural Comp.},
+ Year = {2013},
+ Number = {8},
+ Pages = {2172--2198},
+ Volume = {25},
+
+ Owner = {quoctd},
+ Timestamp = {2014.06.10}
+}
+
+@InProceedings{Ma2008,
+ Title = {An efficient algorithm for compressed MR imaging using total variation and wavelets},
+ Author = {Ma, S. and Yin, W. and Zhang, Y. and Chakraborty, A.},
+ Booktitle = {Comp. Vis. Pattern Recog. (CVPR)},
+ Year = {2008},
+ Organization = {IEEE},
+ Pages = {1--8},
+
+ File = {ma2008efficient.pdf:Optimization\\ma2008efficient.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Macedo2008,
+ Title = {Learning Divergence-free and Curl-free Vector Fields with Matrix-valued Kernels},
+ Author = {Mac\^{e}do, I. and Castro, R.},
+ Institution = {Instituto Nacional de Matematica Pura e Aplicada},
+ Year = {2008},
+
+ File = {macedo08divcurlfree.pdf:Statistical Learning/Vector-valued/macedo08divcurlfree.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Maciejowski1989,
+ Title = {{M}ultivariable {F}eedback {D}esign},
+ Author = {J.M. Maciejowski},
+ Publisher = {Addison-Wesley},
+ Year = {1989},
+
+ Address = {Wokingham, GB},
+ Series = {Electronic Systems Engineering series},
+
+ Keywords = {optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Madan2006,
+ Title = {Distributed algorithms for maximum lifetime routing in wireless sensor networks},
+ Author = {Madan, R.},
+ Journal = {IEEE Trans. Wireless Comms.},
+ Year = {2006},
+ Number = {8},
+ Pages = {2185--2193},
+ Volume = {5},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.07}
+}
+
+@Article{Maday2002,
+ Title = {A parareal in time procedure for the control of partial differential equations},
+ Author = {Yvon Maday and Gabriel Turinici},
+ Journal = {Comptes Rendus Mathematique},
+ Year = {2002},
+ Number = {4},
+ Pages = {387 - 392},
+ Volume = {335},
+
+ Doi = {10.1016/S1631-073X(02)02467-6},
+ ISSN = {1631-073X},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S1631073X02024676}
+}
+
+@Article{Maerkl2007,
+ Title = {A systems approach to measuring the binding energy landscapes of transcription factors.},
+ Author = {Sebastian J Maerkl and Stephen R Quake},
+ Journal = {Science},
+ Year = {2007},
+
+ Month = {Jan},
+ Number = {5809},
+ Pages = {233--237},
+ Volume = {315},
+
+ Abstract = {A major goal of systems biology is to predict the function of biological networks. Although network topologies have been successfully determined in many cases, the quantitative parameters governing these networks generally have not. Measuring affinities of molecular interactions in high-throughput format remains problematic, especially for transient and low-affinity interactions. We describe a high-throughput microfluidic platform that measures such properties on the basis of mechanical trapping of molecular interactions. With this platform we characterized DNA binding energy landscapes for four eukaryotic transcription factors; these landscapes were used to test basic assumptions about transcription factor binding and to predict their in vivo function.},
+ Comment = {There is Supp Mat},
+ Doi = {10.1126/science.1131007},
+ File = {Maerkl07YeastTFs.pdf:BIO/Maerkl07YeastTFs.pdf:PDF},
+ Owner = {luca},
+ Pii = {315/5809/233},
+ Pmid = {17218526},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1126/science.1131007}
+}
+
+@MastersThesis{Magnani,
+ Title = {Kernels, Frames and Neural Networks},
+ Author = {Magnani},
+
+ File = {magnani.pdf:Statistical Learning/magnani.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Article{Magnanti1981,
+ Title = {Accelerating Benders Decomposition: Algorithmic Enhancement and Model Selection Criteria},
+ Author = {T.L. Magnanti and R.T. Wong},
+ Journal = {Oper. Res.},
+ Year = {1981},
+ Number = {3},
+ Pages = {464--484},
+ Volume = {29},
+
+ File = {:Papers/Magnanti1981.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Magni2001,
+ Title = {{A} stabilizing model-based predictive control for nonlinear systems},
+ Author = {L. Magni and G. {De Nicolao} and L. Magnani and R. Scattolini},
+ Journal = {Automatica},
+ Year = {2001},
+ Number = {9},
+ Pages = {1351--1362},
+ Volume = {37},
+
+ File = {Magni2001.pdf:Magni2001.pdf:PDF},
+ Keywords = {optimal control NMPC robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Magni2002,
+ Title = {{G}lobal stabilization of the inverted pendulum using model predictive control},
+ Author = {L. Magni and R. Scattolini and K. J. Astrom},
+ Booktitle = {IFAC World Congress},
+ Year = {2002},
+
+ Address = {Barcelona},
+
+ Keywords = {optimal control NMPC robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Mahn2002,
+ Title = {{E}ntwicklung einer {M}ethode und {T}estumgebung f\"ur die {E}valuierung von gehobenen {R}egelungsstrategien f\"ur verfahrenstechnische {A}nlagen},
+ Author = {B. Mahn},
+ School = {Ruhr-Universit\"at Bochum},
+ Year = {2002},
+
+ Keywords = {optimal control NMPC robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mahoney2011,
+ Title = {Randomized algorithms for matrices and data},
+ Author = {Mahoney, Michael W},
+ Journal = {Found. Trends Mach. Learn.},
+ Year = {2011},
+ Number = {2},
+ Pages = {123--224},
+ Volume = {3},
+
+ Owner = {jmscarlett},
+ Publisher = {Now Publishers Inc.},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Mairal2010,
+ Title = {Online learning for matrix factorization and sparse coding},
+ Author = {Mairal, J. and Bach, F. and Ponce, J. and Sapiro, G.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2010},
+ Number = {1},
+ Pages = {19--60},
+ Volume = {11},
+
+ File = {mairal2010matrixfactorization.pdf:Statistical Learning/mairal2010matrixfactorization.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Citeseer},
+ Timestamp = {2010.05.17}
+}
+
+@Article{Mairal2011,
+ Title = {Convex and Network Flow Optimization for Structured Sparsity},
+ Author = {Mairal, J. and Jenatton, R. and Obozinski, G. and Bach, F.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2011},
+ Pages = {2681-2720},
+ Volume = {12},
+
+ File = {mairal2011convex.pdf:Statistical Learning/SPARSITY/mairal2011convex.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2012.05.14}
+}
+
+@InProceedings{Mairal2010a,
+ Title = {Network Flow Algorithms for Structured Sparsity.},
+ Author = {Mairal, Julien and Jenatton, Rodolphe and Obozinski, Guillaume and Bach, Francis R and others},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2010},
+ Pages = {1558--1566},
+ Volume = {23},
+
+ File = {mairal2010network.pdf:mairal2010network.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Mairal2012,
+ Title = {Complexity analysis of the {L}asso regularization path},
+ Author = {Mairal, Julien and Yu, Bin},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2012},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.11}
+}
+
+@Book{Mallat1999,
+ Title = {A wavelet tour of signal processing},
+ Author = {Mallat, S.},
+ Publisher = {Academic press},
+ Year = {1999},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Mallat1993,
+ Title = {Matching pursuits with time-frequency dictionaries},
+ Author = {Mallat, St\'{e}phane G. and Zhang, Zhifeng},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {1993},
+
+ Month = dec,
+ Number = {12},
+ Pages = {3397--3415},
+ Volume = {41},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.28}
+}
+
+@Article{Mallows1973,
+ Title = {Some comments on {$C_p$}},
+ Author = {Mallows, C. L.},
+ Journal = {Technometrics},
+ Year = {1973},
+
+ Month = nov,
+ Number = {4},
+ Pages = {661--675},
+ Volume = {15},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.08}
+}
+
+@Article{Manduchi1998,
+ Title = {Efficient deformable filter banks},
+ Author = {Manduchi, R. and Perona, P. and Shy, D.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {1998},
+
+ Month = {April},
+ Number = {4},
+ Pages = {1168--1173},
+ Volume = {46},
+
+ Doi = {10.1109/78.668570},
+ File = {Efficient Deformable Filter Banks - Manduchi.pdf:VC/Efficient Deformable Filter Banks - Manduchi.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.25}
+}
+
+@Article{Mangasarian2011,
+ Title = {Probability of unique integer solution to a system of linear equations},
+ Author = {Mangasarian, O. L. and Recht, Benjamin},
+ Journal = {Eur. J. Oper. Res.},
+ Year = {2011},
+ Pages = {27--30},
+ Volume = {214},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.01}
+}
+
+@Article{Manning2001,
+ Title = {Estimating log models: To transform or not to transform?},
+ Author = {Willard G Manning and John Mullahy},
+ Journal = {J. Health Econ.},
+ Year = {2001},
+
+ Month = {July},
+ Number = {4},
+ Pages = {461-494},
+ Volume = {20},
+
+ ISSN = {0167-6296},
+ Owner = {jmscarlett}
+}
+
+@Article{Mansouri2012,
+ Title = {A Polynomial Interior-Point Algorithm for Monotone Linear Complementarity Problems},
+ Author = {H. Mansouri and M. Pirhaji},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2012},
+ Pages = {1--11},
+
+ File = {:Papers/Mansouri2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Book{Maplesoft2004,
+ Title = {{M}aple},
+ Author = {Maplesoft},
+ Publisher = {Maple Inc.},
+ Year = {2004},
+
+ Address = {Waterloo},
+ Edition = {9.0},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Maratos1978,
+ Title = {{E}xact penaly function algorithms for finite-dimensional and control optimization problems},
+ Author = {Maratos, N.},
+ School = {IMperial College},
+ Year = {1978},
+
+ Address = {London},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Marinelli2006,
+ Title = {Non-invasive Measurement of iron overload in the human body},
+ Author = {Marinelli, M. and Cuneo, S. and Gianesin, B. and Lavagetto, A. and Lamagna, M. and Oliveri, E. and Sobrero, G. and Terenzani, L. and Forni, G.L.},
+ Journal = {IEEE Trans. App. Super.},
+ Year = {2006},
+
+ Month = {June},
+ Number = {2},
+ Pages = {1513-1518},
+ Volume = {16},
+
+ File = {Marinelli06Noninvasive.pdf:/home/baldazen/Desktop/Scienza/Fisica/Marinelli06Noninvasive.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.01.25}
+}
+
+@InProceedings{Marinelli2006a,
+ Title = {Whole liver iron overload measurement by a non-cryogenic magnetic susceptometer},
+ Author = {Marinelli, M. and Gianesin, B. and Lamagna, M. and Lavagetto, A. and Oliveri, E. and Saccone, M.L. and Sobrero, G. and Terenzani, L. and Forni, G.L.},
+ Booktitle = {Proc. Int. Conf. Biomagnetism},
+ Year = {2006},
+
+ Address = {Vancouver, BC, Canada},
+ Editor = {Cheyne, D. and Ross, B. and Stroink, G. and Weinberg H.},
+ Series = {The Proceedings: International Congress Series},
+ Volume = {New Frontiers in Biomagnetism},
+
+ File = {Marinelli06WholeLiver.pdf:/home/baldazen/Desktop/Scienza/Fisica/Marinelli06WholeLiver.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.01.25}
+}
+
+@Article{Marks1978,
+ Title = {{A} {G}eneral {I}nner {A}pproximation {A}lgorithm for {N}onconvex {M}athematical {P}rograms},
+ Author = {B. R. Marks and G. P. Wright},
+ Journal = {Oper. Res.},
+ Year = {1978},
+ Number = {4},
+ Pages = {681--683},
+ Volume = {26},
+
+ File = {:Papers/Marks1978.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@InProceedings{Marquardt2002,
+ Title = {{N}onlinear {M}odel {R}eduction for {O}ptimization and {C}ontrol of {T}ransient {C}hemical {P}rocesses},
+ Author = {W. Marquardt},
+ Booktitle = {Process Control VI. {AIChE} Symp.},
+ Year = {2002},
+ Editor = {J.B. Rawlings and B.A. Ogunnaike and J.W. Eaton},
+ Pages = {12--42},
+ Series = {326},
+ Volume = {98},
+
+ Keywords = {model reduction chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Marquardt1992,
+ Title = {{R}echnergest\"utzte {E}rstellung verfahrenstechnischer {P}rozessmodelle.},
+ Author = {W. Marquardt},
+ Journal = {Chemie {I}ngenieur {T}echnik},
+ Year = {1992},
+ Pages = {25--40},
+ Volume = {64},
+
+ Keywords = {chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Unpublished{Martinsen2002,
+ Title = {{A}pplication of optimization algorithms to nonlinear {MPC}},
+ Author = {Martinsen, F. and Biegler, L.T. and Foss, B.A},
+ Note = {In {P}roceedings of 15th {IFAC} World Congress},
+ Year = {2002},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Martinson1999,
+ Title = {{A}n interior point method in {D}antzig–{W}olfe decomposition},
+ Author = {R.K. Martinson and J. Tind},
+ Journal = {Comp. and Opp. Res.},
+ Year = {1999},
+ Number = {12},
+ Pages = {1195--1216},
+ Volume = {26},
+
+ File = {:Papers/Martinson1999.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Martone2003,
+ Title = {Distribution of NF-kappaB-binding sites across human chromosome 22.},
+ Author = {Rebecca Martone and Ghia Euskirchen and Paul Bertone and Stephen Hartman and Thomas E Royce and Nicholas M Luscombe and John L Rinn and F. Kenneth Nelson and Perry Miller and Mark Gerstein and Sherman Weissman and Michael Snyder},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2003},
+
+ Month = {Oct},
+ Number = {21},
+ Pages = {12247--12252},
+ Volume = {100},
+
+ Abstract = {We have mapped the chromosomal binding site distribution of a transcription factor in human cells. The NF-kappaB family of transcription factors plays an essential role in regulating the induction of genes involved in several physiological processes, including apoptosis, immunity, and inflammation. The binding sites of the NF-kappaB family member p65 were determined by using chromatin immunoprecipitation and a genomic microarray of human chromosome 22 DNA. Sites of binding were observed along the entire chromosome in both coding and noncoding regions, with an enrichment at the 5' end of genes. Strikingly, a significant proportion of binding was seen in intronic regions, demonstrating that transcription factor binding is not restricted to promoter regions. NF-kappaB binding was also found at genes whose expression was regulated by tumor necrosis factor alpha, a known inducer of NF-kappaB-dependent gene expression, as well as adjacent to genes whose expression is not affected by tumor necrosis factor alpha. Many of these latter genes are either known to be activated by NF-kappaB under other conditions or are consistent with NF-kappaB's role in the immune and apoptotic responses. Our results suggest that binding is not restricted to promoter regions and that NF-kappaB binding occurs at a significant number of genes whose expression is not altered, thereby suggesting that binding alone is not sufficient for gene activation.},
+ Doi = {10.1073/pnas.2135255100},
+ File = {Martone03 - Distribution of nf-kb-binding sites.pdf:BIO/Martone03 - Distribution of nf-kb-binding sites.pdf:PDF},
+ Keywords = {Binding Sites; Chromosome Mapping; Chromosomes, Human, Pair 22; Consensus Sequence; Gene Expression Regulation; Hela Cells; Humans; Introns; NF-kappa B; Oligonucleotide Array Sequence Analysis; Precipitin Tests; Pro; Recombinant Proteins; Transcription Factor RelA; Tumor Necrosis Factor-alpha; moter Regions (Genetics)},
+ Owner = {luca},
+ Pii = {2135255100},
+ Pmid = {14527995},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1073/pnas.2135255100}
+}
+
+@Book{Massart2007,
+ Title = {Concentration Inequalities and Model Selection},
+ Author = {Massart, Pascal},
+ Publisher = {Springer-Verl.},
+ Year = {2007},
+
+ Address = {Berlin},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.25}
+}
+
+@Article{Mastroeni2000,
+ Title = {On auxiliary principle for equilibrium problems},
+ Author = {G. Mastroeni},
+ Journal = {Publicatione del Dipartimento di Mathematica dell’Universita di Pisa},
+ Year = {2000},
+ Pages = {1244--1258},
+ Volume = {3},
+
+ Owner = {quoctd},
+ Timestamp = {2013.11.13}
+}
+
+@Article{Mathe2002,
+ Title = {Moduli of continuity for operator valued functions},
+ Author = {Math{\'e}, P. and Pereverzev, S. V.},
+ Journal = {Numer. Funct. Anal. Optim.},
+ Year = {2002},
+ Number = {5-6},
+ Pages = {623--631},
+ Volume = {23},
+
+ Coden = {NFADOL},
+ File = {:Statistical Learning\\mathe02moduli.pdf:PDF},
+ Fjournal = {Numerical Functional Analysis and Optimization. An International Journal},
+ Mrclass = {47A56 (47A30 47A53)},
+ Mrnumber = {2003g:47029},
+ Owner = {Luca},
+ Timestamp = {2008.08.13}
+}
+
+@Article{Mattingley2010a,
+ Title = {Real-Time Convex Optimization in Signal Processing},
+ Author = {J. Mattingley and S. Boyd},
+ Journal = {IEEE Sig. Proc. Mag.},
+ Year = {2010},
+ Number = {3},
+ Pages = {50-61},
+ Volume = {27},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.17}
+}
+
+@Article{Mauntz2008,
+ Title = {Neue Auswertungsalgorithmen und optimierte Anregung fr die Temperaturoszillationskalorimetrie},
+ Author = {Mauntz, W. and Engell, S. and Krmer, S. and Diehl, M.},
+ Journal = {Chemie Ingenieur Technik},
+ Year = {2008},
+ Number = {1-2},
+ Pages = {215--227},
+ Volume = {80},
+
+ Doi = {10.1002/cite.200700148},
+ File = {Mauntz2008a.pdf:Mauntz2008a.pdf:PDF},
+ ISSN = {1522-2640},
+ Keywords = {Auswertungsalgorithmen, Rhrreaktor, Sensoren, Temperaturoszillationskalorimetrie},
+ Owner = {quoctd},
+ Publisher = {WILEY-VCH Verlag},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1002/cite.200700148}
+}
+
+@Article{Maurer2008,
+ Title = {Learning Similarity with Operator-valued Large-margin Classifiers},
+ Author = {Maurer, Andreas},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2008},
+ Pages = {1049--1082},
+ Volume = {9},
+
+ Address = {Cambridge, MA, USA},
+ File = {:Statistical Learning/maurer08similarity.pdf:PDF},
+ ISSN = {1533-7928},
+ Owner = {baldassarre},
+ Publisher = {MIT Press},
+ Timestamp = {2009.09.23}
+}
+
+@Article{Maurer2006,
+ Title = {Bounds for linear multi-task learning},
+ Author = {Maurer, A.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2006},
+ Pages = {139},
+ Volume = {7},
+
+ File = {maurer2006bounds.pdf:Statistical Learning/Multitask/maurer2006bounds.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {MIT Press},
+ Timestamp = {2010.01.05}
+}
+
+@Article{Maurer2006a,
+ Title = {The Rademacher complexity of linear transformation classes},
+ Author = {Maurer, A.},
+ Journal = {Lec. Notes Comp. Sci.},
+ Year = {2006},
+ Pages = {65},
+ Volume = {4005},
+
+ File = {maurer2006rademacher.pdf:Statistical Learning/Multitask/maurer2006rademacher.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Springer},
+ Timestamp = {2010.01.05}
+}
+
+@Article{Maurer2012,
+ Title = {Structured Sparsity and Generalization},
+ Author = {Maurer, A. and Pontil, M.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2012},
+ Pages = {671-690},
+ Volume = {13},
+
+ File = {maurer2012structured.pdf:Statistical Learning\\SPARSITY\\maurer2012structured.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Mayne2000a,
+ Title = {{C}onstrained model predictive control: stability and optimality},
+ Author = {D.Q. Mayne and J.B. Rawlings and C.V. Rao and P.O.M. Scokaert},
+ Journal = {Automatica},
+ Year = {2000},
+ Number = {6},
+ Pages = {789--814},
+ Volume = {26},
+
+ File = {Mayne2000a.pdf:Mayne2000a.pdf:PDF},
+ Keywords = {optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Mayne2000,
+ Title = {{N}onlinear model predictive control: {C}hallenges and opportunities},
+ Author = {Mayne, D. Q.},
+ Booktitle = {Nonlinear Predictive Control},
+ Year = {2000},
+
+ Address = {Basel Boston Berlin},
+ Editor = {F. Allg\"ower and A. Zheng},
+ Pages = {23--44},
+ Publisher = {Birkh\"auser},
+ Series = {Progress in Systems Theory},
+ Volume = {26},
+
+ Key = {ISBN 3-7643-6297-9},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Mayne1996,
+ Title = {{N}onlinear model predictive control: {A}n assessment},
+ Author = {Mayne, D. Q.},
+ Booktitle = {Int. Conf. Chem. Proc. Control (CPC)},
+ Year = {1996},
+ Editor = {Kantor, J.C. and Garcia, C.E. and Carnahan, B.},
+ Pages = {217--231},
+ Publisher = {American Institute of Chemical Engineers},
+
+ Keywords = {optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mayne2001,
+ Title = {{C}ontrol of constrained dynamic systems},
+ Author = {D. Q. Mayne},
+ Journal = {European J. Control},
+ Year = {2001},
+ Pages = {87--99},
+ Volume = {7},
+
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mayne1990,
+ Title = {{R}eceding horizon control of nonlinear systems},
+ Author = {Mayne, D. Q. and Michalska, H.},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {1990},
+ Number = {7},
+ Pages = {814--824},
+ Volume = {35},
+
+ Keywords = {optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mayur1970,
+ Title = {{T}he time-optimal problem in binary batch distillation with a recycled waste-cut},
+ Author = {D.N. Mayur and R.A. May and R. Jackson},
+ Journal = {Chem. Eng. Journal},
+ Year = {1970},
+ Pages = {15--21},
+ Volume = {1},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InBook{McAllester2007,
+ Title = {Predicting Structured Data},
+ Author = {David McAllester},
+ Chapter = {Generalization Bounds and Consistency for Structured Labeling},
+ Editor = {Bakir, G. and Hofmann, T. and Scholkopf, B. and Smola, A. and Taskar, B. and Vishwanathan, S. V. N.},
+ Publisher = {MIT Press},
+ Year = {2007},
+
+ File = {mcallester2007generalization.pdf:Statistical Learning/mcallester2007generalization.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.07.26}
+}
+
+@Book{McCoy1973,
+ Title = {$\{$The Two-Dimensional Ising Model$\}$},
+ Author = {McCoy, B. and Wu, T.},
+ Publisher = {Harvard University Press},
+ Year = {1973},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@PhdThesis{McCoy2013,
+ Title = {A geometric analysis of convex demixing},
+ Author = {McCoy, Michael B.},
+ School = {California Institute of Technology},
+ Year = {2013},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.17}
+}
+
+@Article{McCoy2014,
+ Title = {Convexity in source separation: {M}odels, geometry, and algorithms},
+ Author = {M. B McCoy and V. Cevher and Q. Tran-Dinh and A. Asaei and L. Baldassarre},
+ Journal = {IEEE Sig. Proc. Mag.},
+ Year = {2014},
+ Number = {3},
+ Pages = {87--95},
+ Volume = {31},
+
+ Owner = {quoctd},
+ Timestamp = {2014.05.20}
+}
+
+@Article{McCoy2014a,
+ Title = {Sharp recovery bounds for convex demixing, with applications},
+ Author = {McCoy, Michael B. and Tropp, Joel A.},
+ Journal = {Found. Comp. Math.},
+ Year = {2014},
+ Pages = {503--567},
+ Volume = {14},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.10}
+}
+
+@Book{McCullagh1989,
+ Title = {Generalized Linear Models},
+ Author = {McCullagh, P. and Nelder, J. A.},
+ Publisher = {Chapman and Hall},
+ Year = {1989},
+
+ Address = {London},
+ Edition = {second},
+
+ Owner = {yhli},
+ Timestamp = {2014.09.19}
+}
+
+@Article{Meadows1995,
+ Title = {{R}eceding horizon control and discontinuous state feedback stabilization},
+ Author = {Meadows, E.S. and Henson, M.A. and Eaton, J.W. and Rawlings, J.B.},
+ Journal = {Int. J. Control},
+ Year = {1995},
+ Number = {5},
+ Pages = {1217--1229},
+ Volume = {62},
+
+ Keywords = {optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mehrotra2009,
+ Title = {{D}ecomposition {B}ased {I}nterior {P}oint {M}ethods for {T}wo-{S}tage {S}tochastic {C}onvex {Q}uadratic {P}rograms with {R}ecourse},
+ Author = {S. Mehrotra and M.G. Ozevin},
+ Journal = {Oper. Res.},
+ Year = {2009},
+ Number = {4},
+ Pages = {964--974},
+ Volume = {57},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Meier2008,
+ Title = {The group lasso for logistic regression},
+ Author = {Meier, L. and Van De Geer, S. and B{\"u}hlmann, P.},
+ Journal = {J. Royal Stat. Soc.: Series B (Statistical Methodology)},
+ Year = {2008},
+ Number = {1},
+ Pages = {53--71},
+ Volume = {70},
+
+ Owner = {jmscarlett},
+ Publisher = {Wiley Online Library},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Meinshausen2010,
+ Title = {Stability selection},
+ Author = {Meinshausen, N. and B{\"u}hlmann, P.},
+ Journal = {J. Royal Stat. Soc.: Series B (Statistical Methodology)},
+ Year = {2010},
+ Number = {4},
+ Pages = {417--473},
+ Volume = {72},
+
+ File = {meinshausen2010stability.pdf:Statistical Learning\\SPARSITY\\meinshausen2010stability.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Wiley Online Library},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Meinshausen2006,
+ Title = {High-dimensional graphs and variable selection with the {L}asso},
+ Author = {Meinshausen, Nicolai and B\"{u}hlmann, Peter},
+ Journal = {Ann. Stats.},
+ Year = {2006},
+ Number = {3},
+ Pages = {1436--1462},
+ Volume = {34},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.25}
+}
+
+@Article{Meinshausen2009,
+ Title = {{L}asso-type recovery of sparse representations for high-dimensional data},
+ Author = {Meinshausen, Nicolai and Yu, Bin},
+ Journal = {Ann. Stats.},
+ Year = {2009},
+ Number = {1},
+ Pages = {246--270},
+ Volume = {37},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.14}
+}
+
+@Article{Merkel2013,
+ Title = {Self-consistent quantum process tomography},
+ Author = {Merkel, Seth T. and Gambetta, Jay M. and Smolin, John A. and Poletto, Stefano and C\'{o}rcoles, Antonio D. and Johnson, Blake R. and Ryan, Colm A. and Steffen, Matthias},
+ Journal = {Phys. Rev. A},
+ Year = {2013},
+ Pages = {062119},
+ Volume = {87},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.25}
+}
+
+@Article{Merwe1980,
+ Title = {Multivariate regression analysis and canonical variates},
+ Author = {van der Merwe, A. and Zidek, J. V.},
+ Journal = {Can. J. Statist.},
+ Year = {1980},
+ Pages = {27-39},
+ Volume = {8},
+
+ Owner = {baldazen},
+ Timestamp = {2008.06.27}
+}
+
+@InProceedings{Merwe2001,
+ Title = {{T}he {S}quare-{R}oot {U}nscented {K}alman {F}ilter for {S}tate and {P}arameter-{E}stimation},
+ Author = {R. van der Merwe and E.A. Wan},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2001},
+
+ Address = {Salt Lake City, Utah,},
+ Month = {May},
+
+ Keywords = {optimal control parameter estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mesarovic1970a,
+ Title = {Two corrdination principles and their application in large scale systems control},
+ Author = {M.D. Mesarovic and D. Macko and Y. Takahara},
+ Journal = {Automatica},
+ Year = {1970},
+ Number = {2},
+ Pages = {261 - 270},
+ Volume = {6},
+
+ Doi = {10.1016/0005-1098(70)90097-X},
+ ISSN = {0005-1098},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/000510987090097X}
+}
+
+@Article{Metta2006,
+ Title = {Understanding Mirror Neurons: A Bio-Robotic Approach},
+ Author = {Metta, G. and Sandini, G. and Natale, L. and Craighero, L. and Fadiga, L.},
+ Journal = {Interaction Studies},
+ Year = {2006},
+ Pages = {197-232},
+ Volume = {7},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Meyer1976,
+ Title = {Sufficient conditions for the convergence of monotonic mathematical programming algorithms},
+ Author = {R. R. Meyer},
+ Journal = {J. Comp. Sys. Sci.},
+ Year = {1976},
+ Pages = {108--121},
+ Volume = {12},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Mezard2003,
+ Title = {Physics/computer science. Passing messages between disciplines.},
+ Author = {Marc Mézard},
+ Journal = {Science},
+ Year = {2003},
+
+ Month = {Sep},
+ Number = {5640},
+ Pages = {1685--1686},
+ Volume = {301},
+
+ Abstract = {Problems in computer science, such as error correction in information transfer and "satisfiability" in optimization, show phase transitions familiar from solid-state physics. In his Perspective, Mézard explains how recent advances in these three fields originate in similar "message passing" procedures. The exchange of elaborate messages between different variables and constraints, used in the study of phase transitions in physical systems, helps to make error correction and satisfiability codes more efficient.},
+ Doi = {10.1126/science.1086309},
+ File = {Mezard03PassingMessages.pdf:Statistical Learning/Mezard03PassingMessages.pdf:PDF},
+ Owner = {luca},
+ Pii = {301/5640/1685},
+ Pmid = {14500972},
+ Timestamp = {2007.02.27},
+ Url = {http://dx.doi.org/10.1126/science.1086309}
+}
+
+@Article{Micchelli2005a,
+ Title = {On learning vector-valued functions},
+ Author = {Micchelli, C. A. and Pontil, M.},
+ Journal = {Neural Comp.},
+ Year = {2005},
+ Pages = {177-204},
+ Volume = {17},
+
+ File = {Pontil05VectorValued.pdf:Statistical Learning/Vector-valued/Pontil05VectorValued.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@Article{Micchelli2011a,
+ Title = {Regularizers for structured sparsity},
+ Author = {Micchelli, C.A. and Morales, J.M. and Pontil, M.},
+ Journal = {Adv. Comp. Math.},
+ Year = {2011},
+ Pages = {1-35},
+ Volume = {November},
+
+ File = {micchelli2011regularizers.pdf:Statistical Learning/SPARSITY/micchelli2011regularizers.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2012.02.03}
+}
+
+@Article{Micchelli2010,
+ Title = {A Family of Penalty Functions for Structured Sparsity},
+ Author = {Micchelli, C.A. and Morales, J.M. and Pontil, M.},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2010},
+ Pages = {1612--1623},
+ Volume = {23},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Micchelli2007,
+ Title = {Feature space perspectives for learning the kernels},
+ Author = {Micchelli, C.A. and Pontil, M.},
+ Journal = {Mach. Learn.},
+ Year = {2007},
+ Number = {2},
+ Pages = {297--319},
+ Volume = {66},
+
+ Owner = {baldassarre},
+ Publisher = {Springer},
+ Timestamp = {2010.02.16}
+}
+
+@Article{Micchelli2005,
+ Title = {Learning the kernel function via regularization},
+ Author = {Micchelli, C.A. and Pontil, M.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2005},
+ Number = {2},
+ Pages = {1099--1125},
+ Volume = {6},
+
+ File = {micchelli2005learning.pdf:Statistical Learning\\Kernel Learning\\micchelli2005learning.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Citeseer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Micchelli2011,
+ Title = {Proximity algorithms for image models: denoising},
+ Author = {Micchelli, C. and Shen, L. and Xu, Y.},
+ Journal = {Inverse Problems},
+ Year = {2011},
+ Number = {4},
+ Volume = {27},
+
+ File = {micchelli2011proximity.pdf:Statistical Learning\\SPARSITY\\micchelli2011proximity.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2011.03.14}
+}
+
+@Article{Michaels2013,
+ Title = {{B}ig {D}ata: {N}ew {O}pportunities and {C}hallenges},
+ Author = {K. Michaels and K.W. Miller},
+ Journal = {Computer},
+ Year = {2013},
+ Pages = {22--24},
+ Volume = {46},
+
+ Owner = {quoctd},
+ Timestamp = {2014.07.22}
+}
+
+@Conference{MichalIrani1994,
+ Title = {Computing Occluding and Transparent Motions},
+ Author = {Michal Irani, Benny Rousso and Shmuel Peleg},
+ Year = {1994},
+
+ File = {ijcv94-motion+transparency.pdf:VC/ijcv94-motion+transparency.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.15}
+}
+
+@Article{Michalik2009,
+ Title = {Incremental Global Parameter Estimation in Dynamical Systems},
+ Author = {Michalik, C. and Chachuat, B. and Marquardt, W.},
+ Journal = {Ind. Eng. Chem. Res.},
+ Year = {2009},
+ Number = {11},
+ Pages = {5489--5497},
+ Volume = {48},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Michalska1993,
+ Title = {{R}obust receding horizon control of constrained nonlinear systems},
+ Author = {Michalska, H. and Mayne, D. Q.},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {1993},
+ Number = {11},
+ Pages = {1623--1633},
+ Volume = {AC-38},
+
+ Keywords = {optimal control NMPC robust},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Michel2011,
+ Title = {Total Variation Regularization for fMRI-Based Prediction of Behavior},
+ Author = {Michel, V. and Gramfort, A. and Varoquaux, G. and Eger, E. and Thirion, B.},
+ Journal = {IEEE Trans. Med. Imag.},
+ Year = {2011},
+
+ Month = {july },
+ Number = {7},
+ Pages = {1328 -1340},
+ Volume = {30},
+
+ Doi = {10.1109/TMI.2011.2113378},
+ File = {michel2011total.pdf:NEURO\\michel2011total.pdf:PDF},
+ ISSN = {0278-0062},
+ Keywords = {TV regularization;brain mapping;brain organization;distributed representations;fMRI data;fMRI-based behavior prediction;functional magnetic resonance imaging;mass-univariate procedure;medical imaging;multivariate pattern analysis;overlapping representations;population coding;predictive diagnosis;relevant information;spontaneous neuronal activity;statistical parametric maps;total variation regularization;biomedical MRI;brain;image classification;medical image processing;},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Michelsen1976,
+ Title = {{S}emi-implicit {R}unge-{K}utta methods for stiff systems, program description and application examples.},
+ Author = {Michelsen, M. L.},
+ Journal = {Inst. f. Kemiteknik, Danmarks tekniske H{\o}jskole, Lynby},
+ Year = {1976},
+
+ Keywords = {ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Miettinen1999,
+ Title = {{N}onlinear {M}ultiobjective {O}ptimization},
+ Author = {K. Miettinen},
+ Publisher = {{K}luwer {A}cademic {P}ublisher, {B}oston},
+ Year = {1999},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mikolajczyk2005,
+ Title = {A Performance Evaluation of Local Descriptors},
+ Author = {Mikolajczyk, K. and Schmid, C},
+ Journal = {IEEE Trans. Patt. Anal. and Mach. Intel.},
+ Year = {2005},
+ Pages = {1615--1630},
+ Volume = {27},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Mikolajczyk2004,
+ Title = {Scale and Affine Invariant Interest Point Detectors},
+ Author = {Mikolajczyk, K. and Schmid, C.},
+ Journal = {Int. J. Comp. Vision},
+ Year = {2004},
+ Pages = {63-86},
+ Volume = {60},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Millane2006,
+ Title = {Recent advances in Phase retrieval},
+ Author = {R.P. Millane},
+ Journal = {In P.J. Bones, M.A. Fiddy, and R.P. Millane, editors, Image Reconstruction from Incomplete Data IV},
+ Year = {2006},
+ Pages = {63160E/1–11},
+ Volume = {6316},
+
+ Owner = {quoctd},
+ Timestamp = {2013.02.14}
+}
+
+@Article{Millane1990,
+ Title = {Phase retrieval in crystallography and optics},
+ Author = {Millane, RP},
+ Journal = {JOSA A},
+ Year = {1990},
+ Number = {3},
+ Pages = {394--411},
+ Volume = {7},
+
+ Owner = {jmscarlett},
+ Publisher = {Optical Society of America},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Milman2001,
+ Title = {Asymptotic Theory of Finite Dimensional Normed Spaces},
+ Author = {Milman, Vitali D. and Schechtman, Gideon},
+ Publisher = {Springer-Verl.},
+ Year = {2001},
+ Edition = {Second},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.18}
+}
+
+@Article{Mine1981,
+ Title = {A minimization method for the sum of a convex function and a continuously differentiable function},
+ Author = {H. Mine and M. Fukushima},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1981},
+ Pages = {9--23},
+ Volume = {33},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.08}
+}
+
+@PhdThesis{Minh2005,
+ Title = {{N}umerical {M}ethods for {S}imulation and {O}ptimization of {C}hemically {R}eacting {F}lows in {C}atalytic {M}onoliths},
+ Author = {Hoang Duc Minh},
+ School = {Universit\"at Heidelberg},
+ Year = {2005},
+
+ File = {Minh2005.pdf:Minh2005.pdf:PDF},
+ Keywords = {DAE PDE optimal control parameter estimation agbock},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Misc{Minsky1961,
+ Title = {Microscopy apparatus},
+
+ Author = {Minsky, M.},
+ Month = dec # {~19},
+ Note = {US Patent 3,013,467},
+ Year = {1961},
+
+ Owner = {jmscarlett},
+ Publisher = {Google Patents},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Minty1964,
+ Title = {On the monotonicity of the gradient of a convex function},
+ Author = {Minty, George J.},
+ Journal = {Pac. J. Math.},
+ Year = {1964},
+ Number = {1},
+ Pages = {243--247},
+ Volume = {14},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Minty1962,
+ Title = {Monotone (nonlinear) operators in {H}ilbert space},
+ Author = {Minty, George J.},
+ Journal = {Duke Math. J.},
+ Year = {1962},
+ Number = {3},
+ Pages = {341--346},
+ Volume = {29},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Mishali2009,
+ Title = {Blind multiband signal reconstruction: Compressed sensing for analog signals},
+ Author = {Mishali, Moshe and Eldar, Yonina C},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2009},
+ Number = {3},
+ Pages = {993--1009},
+ Volume = {57},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Mitchell2005,
+ Title = {A time-dependent Hamilton-Jacobi formulation of reachable sets for continuous dynamic games},
+ Author = {I.M.~Mitchell and A.M.~Bayen and C.J.~Tomlin},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2005},
+ Pages = {947--957},
+ Volume = {50},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mitchell2008,
+ Title = {Predicting human brain activity associated with the meanings of nouns},
+ Author = {Mitchell, T.M. and Shinkareva, S.V. and Carlson, A. and Chang, K.M. and Malave, V.L. and Mason, R.A. and Just, M.A.},
+ Journal = {Science},
+ Year = {2008},
+ Number = {5880},
+ Pages = {1191},
+ Volume = {320},
+
+ File = {mitchell2008predicting.pdf:NEURO\\mitchell2008predicting.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {American Association for the Advancement of Science},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Mittal2013,
+ Title = {An {FPTAS} for optimizing a class of low-rank functions over a polytope},
+ Author = {S. Mittal and A.S. Schulz},
+ Journal = {Math. Program.},
+ Year = {2013},
+ Pages = {1--18},
+ Volume = {xx},
+
+ File = {:Papers/Mittal2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Article{Mittelmann2003,
+ Title = {An independent benchmarking of SDP and SOCP solvers},
+ Author = {H.D. Mittelmann},
+ Journal = {Math. Program.},
+ Year = {2003},
+ Number = {2},
+ Pages = {407--430},
+ Volume = {95},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Conference{Mnih2008,
+ Title = {Empirical Bernstein Stopping},
+ Author = {Mnih, V. and Szepesv{\'a}ri, C. and Audibert, J.Y.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2008},
+ Organization = {ACM},
+ Pages = {672--679},
+
+ File = {mnih2008empirical.pdf:Statistical Learning/EBB/mnih2008empirical.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Moller,
+ Title = {A Scaled Conjugate Gradient
+Algorithm for Fast Supervised
+Learning},
+ Author = {Moller},
+
+ File = {ller93scaled.pdf:Statistical Learning/ller93scaled.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@PhdThesis{Mombaur2001,
+ Title = {{S}tability {O}ptimization of {O}pen-{L}oop {C}ontrolled {W}alking {R}obots},
+ Author = {K. Mombaur},
+ School = {{U}niversit\"at {H}eidelberg},
+ Year = {2001},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mombaur2005,
+ Title = {{O}pen-loop stable solution of periodic optimal control problems in robotics},
+ Author = {K. Mombaur and H.G. Bock and J.P. Schl\"oder and R. W. {L}ongman},
+ Journal = {{ZAMM} - {J}ournal of {A}pplied {M}athematics and {M}echanics / {Z}eitschrift f\"ur {A}ngewandte {M}athematik},
+ Year = {2005},
+
+ Month = {July},
+ Pages = {pp. 499-515},
+ Volume = {85(7)},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Monteiro2003,
+ Title = {First- and second-order methods for semidefinite programming},
+ Author = {R.D.C. Monteiro},
+ Journal = {Math. Program.},
+ Year = {2003},
+ Pages = {209--244},
+ Volume = {97},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Monteiro2012,
+ Title = {A first-order block-decomposition method for solving two-easy-block structured semidefinite programs},
+ Author = {R.D.C. Monteiro and C. Ortiz and B.F. Svaiter},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {??},
+ Volume = {??},
+
+ File = {:Monteiro2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Monteiro2012a,
+ Title = {Implementation of an adaptive accelerated first-order method for convex optimization},
+ Author = {R.D.C. Monteiro and C. Ortiz and B.F. Svaiter},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Pages = {??},
+ Volume = {??},
+
+ File = {:Papers/Monteiro2012a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Monteiro2012b,
+ Title = {Iteration-complexity of block-decomposition algorithms and the alternating direction method of multipliers},
+ Author = {R.D.C. Monteiro and B.F. Svaiter},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Monteiro2012b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Monteiro2012c,
+ Title = {Iteration-complexity of a {N}ewton proximal extragradient method for monotone variational inequalities and inclusion problems},
+ Author = {R.D.C. Monteiro and B.F. Svaiter},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {3},
+ Pages = {914--935},
+ Volume = {22},
+
+ File = {:Papers/Monteiro2012c.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.31}
+}
+
+@Article{Monteiro2011,
+ Title = {Complexity of variants of {T}seng's modified {F-B} splitting and {K}orpelevich’s methods for hemivariational inequalities with applications to saddle-point and convex optimization problems},
+ Author = {R.D.C. Monteiro and B.F. Svaiter},
+ Journal = {SIAM J. Opt.},
+ Year = {2011},
+ Number = {4},
+ Pages = {1688--1720},
+ Volume = {21},
+
+ File = {:Papers/Monteiro2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Monteiro2010a,
+ Title = {On the complexity of the hybrid proximal extragradient method for the interates and the ergodic mean},
+ Author = {R.D.C. Monteiro and B.F. Svaiter},
+ Journal = {SIAM J. Opt.},
+ Year = {2010},
+ Number = {6},
+ Pages = {2755--2787},
+ Volume = {20},
+
+ File = {:Papers/Monteiro2010a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Monticelli1987,
+ Title = {Security-Constrained Optimal Power Flow with Post-Contingency Corrective Rescheduling},
+ Author = {Monticelli, A. and Pereira, M. V F and Granville, S.},
+ Journal = {Power Systems, IEEE Transactions on},
+ Year = {1987},
+ Number = {1},
+ Pages = {175-180},
+ Volume = {2},
+
+ Doi = {10.1109/TPWRS.1987.4335095},
+ ISSN = {0885-8950},
+ Keywords = {Costs;Fuel economy;Hydroelectric power generation;Load flow;Math. Prog.;Power generation economics;Power system economics;Power system modeling;Power system security;Voltage},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Morari1987,
+ Title = {{R}obust {P}rocess {C}ontrol},
+ Author = {Morari, M.},
+ Journal = {Chem. Eng. Res. Des.},
+ Year = {1987},
+ Pages = {462--479},
+ Volume = {65},
+
+ Keywords = {robust optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Moreau1962,
+ Title = {Fonctions convexes duales et points proximaux dans un espace hilbertien},
+ Author = {Moreau, J.J.},
+ Journal = {CR Acad. Sci. Paris S{\'e}r. A Math},
+ Year = {1962},
+ Pages = {2897--2899},
+ Volume = {255},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Moreau1965,
+ Title = {Proximit\'{e} et dualit\'{e} dans un espace hilbertien},
+ Author = {Moreau, Jean-Jacques},
+ Journal = {Bull. Soc. Math. France},
+ Year = {1965},
+ Pages = {273--299},
+ Volume = {93},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Mosci2012,
+ Title = {Nonparametric Sparsity and Regularization},
+ Author = {Mosci, S. and Rosasco, L. and Santoro, M. and Verri A. and Villa, S.},
+ Journal = {Submitted to Journal of Machine Learning Research},
+ Year = {2012},
+
+ File = {mosci2012nonparametric.pdf:Statistical Learning/SPARSITY/mosci2012nonparametric.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2012.05.14}
+}
+
+@InCollection{Mosci2010b,
+ Title = {Solving Structured Sparsity Regularization with Proximal Methods},
+ Author = {Mosci, Sofia and Rosasco, Lorenzo and Santoro, Matteo and Verri, Alessandro and Villa, Silvia},
+ Booktitle = {Machine Learning and Knowledge Discovery in Databases},
+ Publisher = {Springer Berlin / Heidelberg},
+ Year = {2010},
+ Editor = {Balcázar, José and Bonchi, Francesco and Gionis, Aristides and Sebag, Michèle},
+ Note = {10.1007/978-3-642-15883-4_27},
+ Pages = {418-433},
+ Series = {Lecture Notes in Computer Science},
+ Volume = {6322},
+
+ Affiliation = {DISI, Università degli Studi di Genova, Via Dodecaneso 35, Genova, Italy},
+ File = {mosci2010solving.pdf:Statistical Learning\\SPARSITY\\mosci2010solving.pdf:PDF},
+ Keywords = {sparsity, structured sparsity, proximal method, multi-task, multitask, lasso, group lasso},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://dx.doi.org/10.1007/978-3-642-15883-4_27}
+}
+
+@Conference{Mosci2008,
+ Title = {Simple algorithms to solve sparsity based regularization via Fenchel duality},
+ Author = {Mosci, S. and Santoro, M. and Verri, A. and Villa, S. and Rosasco, L.},
+ Booktitle = {Optimization for Machine Learning, NIPS Workshop},
+ Year = {2008},
+
+ File = {mosci2008simple.pdf:Statistical Learning\\SPARSITY\\mosci2008simple.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Mosci2010,
+ Title = {A primal-dual algorithm for group $\ell_1$ regularization with overlapping groups},
+ Author = {Mosci, S. and Villa, S. and Verri, A. and Rosasco, L.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2010},
+
+ File = {mosci2010primaldual.pdf:Statistical Learning\\SPARSITY\\mosci2010primaldual.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2010.10.11}
+}
+
+@Article{Motamedvaziri2014,
+ Title = {Sparse signal recovery under {P}oisson statistics},
+ Author = {Motamedvaziri, Delaram and Rohban, Mohammad H. and Saligrama, Venkatesh},
+ Year = {2014},
+ Note = {arXiv:1307.4666v2 [math.ST]},
+
+ Owner = {yhli},
+ Timestamp = {2014.09.18}
+}
+
+@Article{Mouallif1991,
+ Title = {A perturbed parallel Decomposition Method for a Class of Nonsmooth Convex Optimization Problems},
+ Author = {Mouallif, K., Nguyen, V.H. and Strodiot, J.J.},
+ Journal = {SIAM J. Opt.zation},
+ Year = {1991},
+ Number = {4},
+ Pages = {829--847},
+ Volume = {29},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.25}
+}
+
+@Article{Mourao-Miranda2007,
+ Title = {Dynamic discrimination analysis: A spatial-temporal SVM},
+ Author = {Mourao-Miranda, J. and Friston, K.J. and Brammer, M.},
+ Journal = {NeuroImage},
+ Year = {2007},
+ Number = {1},
+ Pages = {88--99},
+ Volume = {36},
+
+ File = {mourao2007dynamic.pdf:NEURO\\mourao2007dynamic.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Mourao-Miranda2006,
+ Title = {The impact of temporal compression and space selection on SVM analysis of single-subject and multi-subject fMRI data},
+ Author = {Mourao-Miranda, J. and Reynaud, E. and McGlone, F. and Calvert, G. and Brammer, M.},
+ Journal = {NeuroImage},
+ Year = {2006},
+ Number = {4},
+ Pages = {1055--1065},
+ Volume = {33},
+
+ File = {mourao2006impact.pdf:NEURO\\mourao2006impact.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Mujtaba1998,
+ Title = {{H}oldup issues in batch distillation - binary mixtures},
+ Author = {Mujtaba, I.M. and S. Macchietto},
+ Journal = {Chem. Eng. Sci.},
+ Year = {1998},
+ Number = {14},
+ Pages = {2519--2530},
+ Volume = {53},
+
+ Keywords = {chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mujtaba1996,
+ Title = {{S}imultaneous optimization of design and operation of multicomponent batch distillation column - single and multiple separation duties},
+ Author = {Mujtaba, I.M. and S. Macchietto},
+ Journal = {J. Proc. Control},
+ Year = {1996},
+ Number = {1},
+ Pages = {27--36},
+ Volume = {6},
+
+ Keywords = {chemistry optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mujtaba1992,
+ Title = {{A}n optimal recycle policy for multicomponent batch distillation},
+ Author = {Mujtaba, I.M. and S. Macchietto},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1992},
+ Pages = {S273--S280},
+ Volume = {16},
+
+ Keywords = {chemistry optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Mukherjee2006,
+ Title = {Learning theory: stability is sufficient for generalization and necessary and sufficient for consistency of empirical risk minimization},
+ Author = {Mukherjee, S. and Niyogi, P. and Poggio, T. and Rifkin, R.},
+ Journal = {Adv. Comp. Math.},
+ Year = {2006},
+ Number = {1},
+ Pages = {161--193},
+ Volume = {25},
+
+ Owner = {baldassarre},
+ Publisher = {Springer},
+ Timestamp = {2009.11.04}
+}
+
+@InProceedings{Mukherjee2002,
+ Title = {Regression and classification with regularization},
+ Author = {S. Mukherjee and R. Rifkin and T. Poggio},
+ Booktitle = {Lectures Notes in Statistics: Nonlinear Estimation and Classification, Proceedings from MSRI Workshop},
+ Year = {2002},
+ Editor = {D.D. Denison, M.H. Hansen, C.C. Holmes, B. Mallick and B. Yu},
+ Pages = {107--124},
+ Publisher = {Springer--Verlag},
+ Volume = {171},
+
+ File = {mukherjee02regression.ps:Statistical Learning/mukherjee02regression.ps:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.02.08},
+ Url = {citeseer.ist.psu.edu/mukherjee02regression.html}
+}
+
+@Book{Murray2002,
+ Title = {{M}athematical {B}iology},
+ Author = { J.D. Murray},
+ Publisher = {Springer},
+ Year = {2002},
+
+ Address = {Heidelberg},
+ Edition = {3},
+ Note = {ISBN: 0387952233},
+
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Muske1996,
+ Title = {{N}onlinear state estimation},
+ Author = {K.R. Muske and T.F. Edgar},
+ Booktitle = {Nonlinear Process Control},
+ Publisher = {Prentice Hall},
+ Year = {1996},
+ Editor = {M.A. Henson and D.E. Seborg},
+ Pages = {311--370},
+
+ Keywords = {parameter estimation NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Muske1993,
+ Title = {{M}odel predictive control with linear models},
+ Author = {Muske, K.R. and Rawlings, J.B.},
+ Journal = {{AIChE} Journal},
+ Year = {1993},
+ Number = {2},
+ Pages = {262--287},
+ Volume = {39},
+
+ Keywords = {NMPC optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Muske1993a,
+ Title = {{L}inear model predictive control of unstable processes},
+ Author = {Muske, K.R. and Rawlings, J.B.},
+ Journal = {J. Proc. Control},
+ Year = {1993},
+ Number = {2},
+ Pages = {85--96},
+ Volume = {3},
+
+ Keywords = {NMPC optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Muske1993b,
+ Title = {{R}eceding {H}orizon {R}ecursive {S}tate {E}stimation},
+ Author = {Muske, K.R. and Rawlings, J.B. and Lee, J.H.},
+ Booktitle = accc,
+ Year = {1993},
+
+ Address = {{San Francisco}},
+ Pages = {900--904},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{MussaIvaldi1992,
+ Title = {From basis functions to basis fields: vector field approximation from sparse data},
+ Author = {Mussa-Ivaldi, F.A.},
+ Journal = {Biological Cybernetics},
+ Year = {1992},
+ Number = {6},
+ Pages = {479--489},
+ Volume = {67},
+
+ File = {mussaivaldi1992basisfields.pdf:Statistical Learning/Vector-valued/mussaivaldi1992basisfields.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Muu2001,
+ Title = {Optimization over equilibrium sets},
+ Author = {L.D. Muu and W. Oettli},
+ Journal = {Optimization},
+ Year = {2001},
+ Pages = {179--189},
+ Volume = {49},
+
+ File = {:Papers/Muu2001.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Muu1992,
+ Title = {Minimizing the sum of a convex function and the product of two affine functions over a convex set},
+ Author = {L. D. Muu and B. T. Tam},
+ Journal = {Optimization},
+ Year = {1992},
+ Pages = {57--62},
+ Volume = {24},
+
+ File = {:Papers/Muu1992.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Nachman2004,
+ Title = {Inferring quantitative models of regulatory networks from expression data.},
+ Author = {I. Nachman and A. Regev and N. Friedman},
+ Journal = {Bioinformatics},
+ Year = {2004},
+
+ Month = {Aug},
+ Pages = {I248--I256},
+ Volume = {20 Suppl 1},
+
+ Abstract = {MOTIVATION: Genetic networks regulate key processes in living cells. Various methods have been suggested to reconstruct network architecture from gene expression data. However, most approaches are based on qualitative models that provide only rough approximations of the underlying events, and lack the quantitative aspects that are critical for understanding the proper function of biomolecular systems. RESULTS: We present fine-grained dynamical models of gene transcription and develop methods for reconstructing them from gene expression data within the framework of a generative probabilistic model. Unlike previous works, we employ quantitative transcription rates, and simultaneously estimate both the kinetic parameters that govern these rates, and the activity levels of unobserved regulators that control them. We apply our approach to expression datasets from yeast and show that we can learn the unknown regulator activity profiles, as well as the binding affinity parameters. We also introduce a novel structure learning algorithm, and demonstrate its power to accurately reconstruct the regulatory network from those datasets.},
+ Doi = {10.1093/bioinformatics/bth941},
+ File = {Nachman_2004_Bioinfo.pdf:BIO/Nachman_2004_Bioinfo.pdf:PDF},
+ Owner = {luca},
+ Pii = {20/suppl_1/i248},
+ Pmid = {15262806},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/bth941}
+}
+
+@InProceedings{Nagano2011,
+ Title = {Size-constrained submodular minimization through minimum norm base},
+ Author = {Nagano, K. and Kawahara, Y. and Aihara, K.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2011},
+ Volume = {23},
+
+ File = {nagano2011sizeconstrained.pdf:nagano2011sizeconstrained.pdf:PDF},
+ Keywords = {discrete optimization, submodular function, np-hard},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Nagy1997,
+ Title = {{M}odel predictive control of a {PVC} batch reactor},
+ Author = {Z. Nagy and S. Agachi},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1997},
+ Number = {6},
+ Pages = {571--591},
+ Volume = {21},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Nagy2003,
+ Title = {{W}orst-case and distributional robustness analysis of finite-time control trajectories for nonlinear distributed parameter systems},
+ Author = {Z.K. Nagy and R.D. Braatz},
+ Journal = {IEEE Trans. Control Sys. Tech.},
+ Year = {2003},
+ Pages = {494--504},
+ Volume = {11},
+
+ Keywords = {NMPC optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Nagy2003a,
+ Title = {{R}obust nonlinear model predictive control of batch processes},
+ Author = {Z.K. Nagy and R.D. Braatz},
+ Journal = {{AIChE} Journal},
+ Year = {2003},
+ Number = {7},
+ Pages = {1776--1786},
+ Volume = {49},
+
+ File = {Nagy2003a.pdf:Nagy2003a.pdf:PDF},
+ Keywords = {NMPC optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InBook{Nagy2003b,
+ Title = {{R}ecent {R}esearch {D}evelopments in {C}hemical {E}ngineering},
+ Author = {Nagy, Z.K. and R.D. Braatz},
+ Chapter = {Recent advances in the optimal control of batch processes},
+ Pages = {99--127},
+ Publisher = {TransWorld Research Network},
+ Year = {2003},
+
+ Address = {Kerala},
+ Volume = {5},
+
+ Keywords = {NMPC optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Nagy2000,
+ Title = {{R}eal-time {F}easibility of {N}onlinear {P}redictive {C}ontrol for {L}arge {S}cale {P}rocesses -- a {C}ase {S}tudy},
+ Author = {Z. Nagy and R. Findeisen and M. Diehl and F. Allg\"ower and H.G. Bock and S. Agachi and J.P. Schl\"oder and D.B. Leineweber},
+ Booktitle = {Proc. ACC},
+ Year = {2000},
+
+ Address = {Chicago},
+ Pages = {4249--4254},
+
+ Doi = {10.1109/ACC.2000.877022},
+ File = {Nagy2000.pdf:Nagy2000.pdf:PDF},
+ Keywords = {agbockNMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=877022}
+}
+
+@Article{Najafi2013,
+ Title = {On the convergence regions of generalized accelerated overrelaxation method for linear complementarity problems},
+ Author = {H.S. Najafi and S.A. Edalatpanah},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2013},
+ Pages = {1--8},
+ Volume = {xx},
+
+ File = {:Papers/Najafi2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Book{Nakamura1991,
+ Title = {{A}dvanced robotics: redundancy and optimization},
+ Author = {Nakamura, Yoshihiko},
+ Publisher = {Addison-Wesley},
+ Year = {1991},
+
+ Address = {Reading, MA},
+
+ Issn_isbn = {0-201-15198-7},
+ Keywords = {redundancy, manipulability, kinematics},
+ Owner = {qtrandin},
+ Timestamp = {2009.08.21}
+}
+
+@InProceedings{Narasimhan2005,
+ Title = {Q-clustering},
+ Author = {Narasimhan, M. and Jojic, N. and Bilmes, J.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2005},
+ Number = {10.10},
+ Pages = {5},
+ Volume = {5},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Narcowich1994,
+ Title = {Generalized Hermite interpolation via matrix-valued conditionally positive definite functions},
+ Author = {Narcowich, F.J. and Ward, J.D.},
+ Journal = {mathematics of computation},
+ Year = {1994},
+ Number = {208},
+ Pages = {661--687},
+ Volume = {63},
+
+ File = {narcowich1994generalized.pdf:Statistical Learning/Vector-valued/narcowich1994generalized.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {American Mathematical Society},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Natarajan1995,
+ Title = {Sparse approximate solutions to linear systems},
+ Author = {Natarajan, B.},
+ Journal = {SIAM journal on computing},
+ Year = {1995},
+ Number = {2},
+ Pages = {227--234},
+ Volume = {24},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Naud2009,
+ Title = {Spike-timing prediction in a neuron model with active dendrites},
+ Author = {Naud, R. and Bathellier, B. and Gerstner, W.},
+ Journal = {BMC Neuroscience},
+ Year = {2009},
+ Number = {Suppl 1},
+ Pages = {P29},
+ Volume = {10},
+
+ Owner = {jmscarlett},
+ Publisher = {BioMed Central Ltd},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Nazer2007,
+ Title = {Computation Over Multiple-Access Channels},
+ Author = {Nazer, B. and Gastpar, M.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2007},
+
+ Month = {Oct.},
+ Number = {10},
+ Pages = {3498-3516},
+ Volume = {53},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@InProceedings{Necoara2008a,
+ Title = {Application of the proximal center decomposition method to distributed model predictive control},
+ Author = {Necoara, I. and Doan, D. and Suykens, J.A.K.},
+ Booktitle = {Decision and Control, 2008. CDC 2008. 47th IEEE Conference on},
+ Year = {2008},
+ Month = {dec.},
+ Pages = {2900 -2905},
+
+ Doi = {10.1109/CDC.2008.4738765},
+ ISSN = {0191-2216},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Necoara2011,
+ Title = {Parallel and distributed optimization methods for estimation and control in networks},
+ Author = {I. Necoara and V. Nedelcu and I. Dumitrache},
+ Journal = {J. Proc. Control},
+ Year = {2011},
+ Number = {5},
+ Pages = {756--766},
+ Volume = {21},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.29}
+}
+
+@Article{Necoara2009,
+ Title = {Interior-point Lagrangian decomposition method for separable convex optimization},
+ Author = {I. Necoara and J.A.K. Suykens},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2009},
+ Number = {3},
+ Pages = {567--588},
+ Volume = {143},
+
+ File = {:Papers/Necoara2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2011.11.21}
+}
+
+@Article{Necoara2008,
+ Title = {Applications of a smoothing technique to decomposition in convex optimization},
+ Author = {I. Necoara and J.A.K. Suykens},
+ Journal = {IEEE Trans. Automatic control},
+ Year = {2008},
+ Number = {11},
+ Pages = {2674--2679},
+ Volume = {53},
+
+ File = {:Papers/Necoara2008.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2011.11.21}
+}
+
+@Article{Nedic2009,
+ Title = {Distributed subgradient methods for multi-agent optimization},
+ Author = {A. Ned\'{i}c and A. Ozdaglar},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2009},
+ Pages = {48--61},
+ Volume = {54},
+
+ File = {:Papers/Nedic2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Nedelcu2014,
+ Title = {{C}omputational {C}omplexity of {I}nexact {G}radient {A}ugmented {L}agrangian {M}ethods: {A}pplication to {C}onstrained {MPC}},
+ Author = {V. Nedelcu and I. Necoara and Q. Tran-Dinh},
+ Journal = {SIAM J. Opt. Control},
+ Year = {2014},
+ Number = {5},
+ Pages = {3109--3134},
+ Volume = {52},
+
+ Owner = {quoctd},
+ Timestamp = {2014.03.14}
+}
+
+@Article{Nedic2014,
+ Title = {On stochastic subgradient mirror-descent algorithm with weighted averaging},
+ Author = {Nedi{\'{c}}, Angelia and Lee, Soomin},
+ Journal = {SIAM J. Opt.},
+ Year = {2014},
+ Number = {1},
+ Pages = {84--107},
+ Volume = {24},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.19}
+}
+
+@Article{Needell2009,
+ Title = {{CoSaMP}: Iterative signal recovery from incomplete and inaccurate samples},
+ Author = {Needell, D. and Tropp, J. A.},
+ Journal = {App. Comp. Harmon. Anal.},
+ Year = {2009},
+ Pages = {301--321},
+ Volume = {26},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.14}
+}
+
+@Article{Negahban2012,
+ Title = {A unified framework for high-dimensional analysis of {$M$}-estimators with decomposable regularizers},
+ Author = {Negahban, Sahand N. and Ravikumar, Pradeep and Wainwright, Martin J. and Yu, Bin},
+ Journal = {Stat. Sci.},
+ Year = {2012},
+ Number = {4},
+ Pages = {538--557},
+ Volume = {27},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.22}
+}
+
+@Article{Neidinger2010,
+ Title = {Introduction to Automatic Differentiation and {MATLAB} Object-Oriented Programming},
+ Author = {R.D. Neidinger},
+ Journal = {SIAM Rev.},
+ Year = {2010},
+ Number = {3},
+ Pages = {545--563},
+ Volume = {52},
+
+ File = {:Papers/Neidinger2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Nelder1972,
+ Title = {Generalized linear models},
+ Author = {Nelder, J. A. and Wedderburn, R. W. M.},
+ Journal = {J. Royal Stat. Soc. Ser. A},
+ Year = {1972},
+ Number = {3},
+ Pages = {370--384},
+ Volume = {135},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.13}
+}
+
+@Article{Nemhauser1978,
+ Title = {An analysis of approximations for maximizing submodular set functions --- {I}},
+ Author = {Nemhauser, G.L. and Wolsey, L.A. and Fisher, M.L.},
+ Journal = {Math. Prog.},
+ Year = {1978},
+ Number = {1},
+ Pages = {265--294},
+ Volume = {14},
+
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Nemhauser1999,
+ Title = {Integer and combinatorial optimization},
+ Author = {Nemhauser, George L and Wolsey, Laurence A},
+ Publisher = {Wiley New York},
+ Year = {1999},
+ Volume = {18},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Nemirovski2006b,
+ Title = {{A}dvances in {C}onvex {O}ptimization: {C}onic {P}rogramming},
+ Author = {A. Nemirovski},
+ Journal = {Plenary Lecture, International Congress of Mathematicians},
+ Year = {2006},
+
+ Owner = {quoctd},
+ Timestamp = {2013.09.25}
+}
+
+@TechReport{Nemirovski1999a,
+ Title = {On self-concordant convex-concave functions},
+ Author = {A. Nemirovski},
+ Institution = {Israel Institute of Technology, Techion city, Israel.},
+ Year = {1999},
+ Type = {Tech. Report},
+
+ File = {:Nemirovski1999.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.02.06}
+}
+
+@Unpublished{Nemirovski1994,
+ Title = {Efficient methods in convex programming},
+ Author = {Nemirovski, A.},
+ Year = {1994},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.02}
+}
+
+@Article{Nemirovski2009,
+ Title = {Robust stochastic approximation approach to stochastic programming},
+ Author = {Nemirovski, A. and Juditsky, A. and Lan, G. and Shapiro, A.},
+ Journal = {SIAM J. Opt.},
+ Year = {2009},
+ Number = {4},
+ Pages = {1574--1609},
+ Volume = {19},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.23}
+}
+
+@Article{Nemirovski2008,
+ Title = {Interior-point methods for optimization},
+ Author = {A. Nemirovski and M. J. Todd},
+ Journal = {Acta Numer.},
+ Year = {2008},
+ Number = {1},
+ Pages = {191--234},
+ Volume = {17},
+
+ Owner = {quoctd},
+ Publisher = {Cambridge Univ Press},
+ Timestamp = {2014.04.04}
+}
+
+@Article{Nemirovskii2006,
+ Title = {Advances in convex optimization: conic programming},
+ Author = {A. Nemirovskii},
+ Journal = {Plenary Lecture, International Congress of Mathematicians},
+ Year = {2006},
+ Pages = {1--30},
+
+ Owner = {quoctd},
+ Timestamp = {2014.07.17}
+}
+
+@Article{Nemirovskii2004,
+ Title = {Prox-method with rate of convergence $\mathcal{O}(1/t)$ for variational inequalities with {L}ipschitz continuous monotone operators and smooth convex-concave saddle point problems},
+ Author = {A. Nemirovskii},
+ Journal = {SIAM J. Opt.},
+ Year = {2004},
+ Number = {1},
+ Pages = {229--251},
+ Volume = {15},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Book{Nemirovskii1983,
+ Title = {{P}roblem {C}omplexity and {M}ethod {E}fficiency in {O}ptimization},
+ Author = {A. Nemirovskii and D. Yudin},
+ Publisher = {Wiley Interscience},
+ Year = {1983},
+
+ Owner = {quoctd},
+ Timestamp = {2014.07.21}
+}
+
+@Article{Nemirovskii1985,
+ Title = {Optimal methods of smooth convex minimization},
+ Author = {Nemirovskii, A. S. and Nesterov, Yu. E.},
+ Journal = {U.S.S.R. Comput. Math. Math. Phys.},
+ Year = {1985},
+ Number = {2},
+ Pages = {21--30},
+ Volume = {25},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.01}
+}
+
+@Book{Nemirovsky1983,
+ Title = {Problem complexity and method efficiency in optimization},
+ Author = {Nemirovsky, A. S. and Yudin, D. B.},
+ Publisher = {John Wiley \& Sons},
+ Year = {1983},
+
+ Address = {Chichester},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.23}
+}
+
+@Article{Nesterov2014,
+ Title = {Universal gradient methods for convex optimization problems},
+ Author = {Y. Nesterov},
+ Journal = {Math. Program.},
+ Year = {2014},
+ Pages = {1--24},
+ Volume = {xx},
+
+ Owner = {quoctd},
+ Timestamp = {2014.09.23}
+}
+
+@Article{Nesterov2013,
+ Title = {Gradient methods for minimizing composite objective function},
+ Author = {Y. Nesterov},
+ Journal = {Math. Program.},
+ Year = {2013},
+ Number = {1},
+ Pages = {125--161},
+ Volume = {140},
+
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@Unpublished{Nesterov2013a,
+ Title = {Universal gradient method for convex optimization problems},
+ Author = {Nesterov, Yu.},
+ Note = {{CORE} Discussion Paper 2013/26},
+ Year = {2013},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.18}
+}
+
+@Article{Nesterov2012,
+ Title = {Efficiency of coordinate descent methods on huge-scale optimization problems},
+ Author = {Nesterov, Yu.},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {2},
+ Pages = {341--362},
+ Volume = {22},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.26}
+}
+
+@Article{Nesterov2012c,
+ Title = {Subgradient methods for huge-scale optimization problems},
+ Author = {Y. Nesterov},
+ Journal = {CORE Discussion Paper},
+ Year = {2012},
+ Pages = {1--21},
+ Volume = {02},
+
+ File = {:Papers/Nesterov2012b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2011b,
+ Title = {Towards non-symmetric conic optimization},
+ Author = {Y. Nesterov},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2011},
+ Pages = {1--25},
+
+ File = {:Papers/Nesterov2011b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2011c,
+ Title = {Barrier subgradient method},
+ Author = {Y. Nesterov},
+ Journal = {Math. Program., Ser. B},
+ Year = {2011},
+ Pages = {31--56},
+ Volume = {127},
+
+ File = {:Papers/Nesterov2011c.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Nesterov2011d,
+ Title = {Random gradient-free minimization of convex functions},
+ Author = {Y. Nesterov},
+ Journal = {CORE Discussion Paper},
+ Year = {2011},
+ Pages = {1--30},
+
+ Owner = {quoctd},
+ Timestamp = {2014.09.23}
+}
+
+@Article{Nesterov2009c,
+ Title = {Primal-dual subgradient methods for convex problems},
+ Author = {Y. Nesterov},
+ Journal = {Math. Program.},
+ Year = {2009},
+ Number = {1, Ser. B},
+ Pages = {221--259},
+ Volume = {120},
+
+ File = {:Papers/Nesterov2009b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2009e,
+ Title = {{U}nconstrained convex minimization in relative scale},
+ Author = {Y. Nesterov},
+ Journal = {Math. Oper. Res.},
+ Year = {2009},
+ Number = {1},
+ Pages = {180--193},
+ Volume = {34},
+
+ File = {:Papers/Nesterov2009c.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@TechReport{Nesterov2008,
+ Title = {Primal-dual interior-point methods with asymmetric barriers},
+ Author = {Y. Nesterov},
+ Institution = {CORE/UCL},
+ Year = {2008},
+ Number = {2008/57},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov2008.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2008a,
+ Title = {Rounding of convex sets and efficient gradient methods for linear programming problems},
+ Author = {Y. Nesterov},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2008},
+ Number = {1},
+ Pages = {109--128},
+ Volume = {23},
+
+ File = {:Papers/Nesterov2008a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2008b,
+ Title = {Accelerating the cubic regularization of {N}ewton’s method on convex problems},
+ Author = {Y. Nesterov},
+ Journal = {Math. Program.},
+ Year = {2008},
+ Pages = {159--181},
+ Volume = {112},
+
+ File = {:Papers/Nesterov2008b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Nesterov2007,
+ Title = {Dual extrapolation and its applications to solving variational inequalities and related problems},
+ Author = {Y. Nesterov},
+ Journal = {Math. Program.},
+ Year = {2007},
+ Number = {2--3},
+ Pages = {319--344},
+ Volume = {109},
+
+ File = {:Papers/Nesterov2007a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2007a,
+ Title = {{M}odified {G}auss––{N}ewton scheme with worst case guarantees for global performance},
+ Author = {Y. Nesterov},
+ Journal = {Opt. Methods Softw.},
+ Year = {2007},
+ Number = {3},
+ Pages = {469--483},
+ Volume = {22},
+
+ File = {:Papers/Nesterov2007c.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2007b,
+ Title = {Smoothing technique and its applications in semidefinite optimization},
+ Author = {Y. Nesterov},
+ Journal = {Math. Program.},
+ Year = {2007},
+ Number = {2},
+ Pages = {245--259},
+ Volume = {110},
+
+ File = {:Papers/Nesterov2007d.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2007c,
+ Title = {Characteristic functions of directed graphs and applications to stochastic equilibrium problems},
+ Author = {Y. Nesterov},
+ Journal = {Opt. Eng.},
+ Year = {2007},
+ Number = {2},
+ Pages = {193--214},
+ Volume = {8},
+
+ File = {:Papers/Nesterov2007.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2007d,
+ Title = {Modified {G}auss-{N}ewton scheme with worst case guarantees for global performance},
+ Author = {Y. Nesterov},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2007},
+ Number = {3},
+ Pages = {469--483},
+ Volume = {22},
+
+ Owner = {quoctd},
+ Timestamp = {2011.11.21}
+}
+
+@Article{Nesterov2007e,
+ Title = {Gradient methods for minimizing composite objective function. CORE Discussion Papers 2007076, Universit{\'e} catholique de Louvain},
+ Author = {Nesterov, Y.},
+ Journal = {Center for Oper. Res. and Econometrics (CORE)},
+ Year = {2007},
+
+ File = {nesterov2007gradient.pdf:Optimization\\nesterov2007gradient.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Nesterov2006b,
+ Title = {Cubic Regularization of Newton's Method for Convex Problems with Constraints},
+ Author = {Y. Nesterov},
+ Institution = {Catholic University of Louvain (UCL) - Center for Oper. Res. and Econometrics (CORE)},
+ Year = {2006},
+ Number = {2006/39},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov2006b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@TechReport{Nesterov2006c,
+ Title = {Nonsymmetric potential-reduction methods for general cones},
+ Author = {Y. Nesterov},
+ Institution = {CORE/UCL},
+ Year = {2006},
+ Number = {2006/34},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov2006c.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@TechReport{Nesterov2006e,
+ Title = {Constructing self-concordant barriers for convex cones},
+ Author = {Y. Nesterov},
+ Institution = {UCL},
+ Year = {2006},
+
+ Address = {CORE Discussion paper, 2006/30},
+ Type = {CORE Discussion paper, 2006/30},
+
+ File = {:Papers/Nesterov2006.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2005,
+ Title = {Smooth minimization of non-smooth functions},
+ Author = {Nesterov, Yu.},
+ Journal = {Math. Prog.},
+ Year = {2005},
+ Number = {1},
+ Pages = {127-152},
+ Volume = {103},
+
+ ISSN = {0025-5610},
+ Language = {English},
+ Owner = {jmscarlett},
+ Publisher = {Springer-Verlag}
+}
+
+@Article{Nesterov2005a,
+ Title = {Excessive Gap Technique in Nonsmooth Convex Minimization},
+ Author = {Nesterov, Y.},
+ Journal = {SIAM J. Opt.},
+ Year = {2005},
+ Number = {1},
+ Pages = {235-249},
+ Volume = {16},
+
+ Eprint = { http://dx.doi.org/10.1137/S1052623403422285 },
+ Owner = {jmscarlett}
+}
+
+@TechReport{Nesterov2005d,
+ Title = {Minimizing functions with bounded variation of subgradients},
+ Author = {Y. Nesterov},
+ Institution = {CORE/UCL},
+ Year = {2005},
+ Number = {2005/79},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov2005b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Book{Nesterov2004a,
+ Title = {Introductory Lectures on Convex Optimization},
+ Author = {Nesterov, Yurii},
+ Publisher = {Kluwer},
+ Year = {2004},
+
+ Address = {Boston, MA},
+
+ Owner = {yhli},
+ Timestamp = {2014.01.21}
+}
+
+@Article{Nesterov2004c,
+ Title = {Performance of trigonometric generating functions on some combinatorial problems},
+ Author = {Y. Nesterov},
+ Journal = {CORE Discussion Paper},
+ Year = {2004},
+ Pages = {1--8},
+
+ File = {:Papers/Nesterov2004a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@TechReport{Nesterov2004d,
+ Title = {Fast {F}ourier transform and its applications to integer knapsack problems},
+ Author = {Y. Nesterov},
+ Institution = {UCL, CORE},
+ Year = {2004},
+ Number = {2004},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov2004.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@TechReport{Nesterov2003,
+ Title = {Random walk in a simplex and quadratic optimization over convex polytopes},
+ Author = {Y. Nesterov},
+ Institution = {CORE/UCL},
+ Year = {2003},
+ Number = {Sept.},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov2003.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@TechReport{Nesterov1999,
+ Title = {Global quadratic optimization on the sets with simplex structure},
+ Author = {Y. Nesterov},
+ Institution = {CORE/UCL},
+ Year = {1999},
+ Number = {Feb. 1999},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov1999.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@TechReport{Nesterov1998,
+ Title = {Global quadratic optimization via conic relaxation},
+ Author = {Y. Nesterov},
+ Institution = {CORE/UCL},
+ Year = {1998},
+ Number = {Feb. 1998},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov1998.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov1998a,
+ Title = {Semidefinite relaxation and nonconvex quadratic optimization},
+ Author = {Y. Nesterov},
+ Journal = {Opt. Methods Softw.},
+ Year = {1998},
+ Pages = {141--160},
+ Volume = {9},
+
+ File = {:Papers/Nesterov1998a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@TechReport{Nesterov1998b,
+ Title = {Stable flows in transportation networks},
+ Author = {Y. Nesterov},
+ Institution = {CORE/UCL},
+ Year = {1998},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov1998b.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov1983a,
+ Title = {A method for unconstrained convex minimization problem with the rate of convergence $O(1/k^2)$},
+ Author = {Y. Nesterov},
+ Journal = {Doklady AN SSSR},
+ Year = {1983},
+ Number = {translated as Soviet Math. Dokl.},
+ Pages = {543--547},
+ Volume = {269},
+
+ File = {:Papers/Nesterov1983.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Book{Nesterov1994,
+ Title = {Interior-Point Polynomial Algorithms in Convex Programming},
+ Author = {Nesterov, Yurii and Nemirovskii, Arkadii},
+ Publisher = {SIAM},
+ Year = {1994},
+
+ Address = {Philadelphia, PA},
+
+ Owner = {yhli},
+ Timestamp = {2014.01.21}
+}
+
+@Conference{Nesterov2000,
+ Title = {Stable dynamics in transportation systems},
+ Author = {Y. Nesterov and A. De Palma},
+ Booktitle = {European Transport Conf.},
+ Year = {2000},
+
+ File = {:Papers/Nesterov2000.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2006a,
+ Title = {Cubic regularization of Newton method and its global performance},
+ Author = {Y. Nesterov and B.T. Polyak},
+ Journal = {Math. Program.},
+ Year = {2006},
+ Number = {1},
+ Pages = {177--205},
+ Volume = {108},
+
+ File = {:Papers/Nesterov2006a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2011,
+ Title = {Optimizing the spectral radius},
+ Author = {Y. Nesterov and V.Y. Protasov},
+ Journal = {CORE Discussion Paper},
+ Year = {2011},
+ Pages = {1--16},
+
+ File = {:Papers/Nesterov2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2006d,
+ Title = {Solving strongly monotone variational and quasi-variational inequalities},
+ Author = {Y. Nesterov and L. Scrimali},
+ Journal = {CORE Discussion Paper},
+ Year = {2006},
+ Pages = {1--15},
+ Volume = {107},
+
+ File = {:Papers/Nesterov2006d.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2012b,
+ Title = {Primal-dual subgradient method for huge-scale linear conic problems},
+ Author = {Y. Nesterov and S. Shpirko},
+ Journal = {CORE Discussion Paper},
+ Year = {2012},
+ Pages = {1--13},
+
+ File = {:Papers/Nesterov2012a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov1997,
+ Title = {Self-scaled barriers and interior-point methods for convex programming},
+ Author = {Y. Nesterov and M.J. Todd},
+ Journal = {Math. Oper. Res.},
+ Year = {1997},
+ Number = {1},
+ Pages = {1--42},
+ Volume = {22},
+
+ File = {:Papers/Nesterov1997.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@TechReport{Nesterov2009b,
+ Title = {Local quadratic convergence of polynomial-time interior-point methods for conic optimization problems},
+ Author = {Y. Nesterov and L. Tun\c{c}el},
+ Institution = {CORE/UCL},
+ Year = {2009},
+ Number = {2009/72},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Nesterov2009a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2009a,
+ Title = {Confidence level solutions for stochastic programming. (English summary)},
+ Author = {Y. Nesterov and J.-Ph. Vial},
+ Journal = {Automatica},
+ Year = {2009},
+ Number = {6},
+ Pages = {1559--1568},
+ Volume = {44},
+
+ File = {:Papers/Nesterov2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Nesterov2004e,
+ Title = {Augmented self-concordant barriers and nonlinear optimization problems with finite complexity},
+ Author = {Y. Nesterov and J.-Ph. Vial},
+ Journal = {Math. Program.},
+ Year = {2004},
+ Pages = {149--174},
+ Volume = {99},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Article{Nesterov1983,
+ Title = {A method of solving a convex programming problem with convergence rate {$O( 1 / k^2 )$}},
+ Author = {Nesterov, Yu. E.},
+ Journal = {Soviet Math. Dokl.},
+ Year = {1983},
+ Number = {2},
+ Pages = {372--376},
+ Volume = {27},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Nettleton2008,
+ Title = {Identification of differentially expressed gene categories in microarray studies using nonparametric multivariate analysis.},
+ Author = {Dan Nettleton and Justin Recknor and James M Reecy},
+ Journal = {Bioinformatics},
+ Year = {2008},
+
+ Month = {Jan},
+ Number = {2},
+ Pages = {192--201},
+ Volume = {24},
+
+ Abstract = {MOTIVATION: The field of microarray data analysis is shifting emphasis from methods for identifying differentially expressed genes to methods for identifying differentially expressed gene categories. The latter approaches utilize a priori information about genes to group genes into categories and enhance the interpretation of experiments aimed at identifying expression differences across treatments. While almost all of the existing approaches for identifying differentially expressed gene categories are practically useful, they suffer from a variety of drawbacks. Perhaps most notably, many popular tools are based exclusively on gene-specific statistics that cannot detect many types of multivariate expression change. RESULTS: We have developed a nonparametric multivariate method for identifying gene categories whose multivariate expression distribution differs across two or more conditions. We illustrate our approach and compare its performance to several existing procedures via the analysis of a real data set and a unique data-based simulation study designed to capture the challenges and complexities of practical data analysis. We show that our method has good power for differentiating between differentially expressed and non-differentially expressed gene categories, and we utilize a resampling based strategy for controlling the false discovery rate when testing multiple categories. AVAILABILITY: R code (www.r-project.org) for implementing our approach is available from the first author by request.},
+ Doi = {10.1093/bioinformatics/btm583},
+ File = {nettleton08identification.pdf:BIO/Gene Expression/nettleton08identification.pdf:PDF},
+ Keywords = {Algorithms; Data Interpretation, Statistical; Gene Expression Profiling; Multivariate Analysis; Oligonucleotide Array Sequence Analysis},
+ Owner = {baldazen},
+ Pii = {btm583},
+ Pmid = {18042553},
+ Timestamp = {2008.02.11},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btm583}
+}
+
+@Article{Neveen2007,
+ Title = {Faster and simpler algorithms for multicommodity flow and other fractional packing problems},
+ Author = {G. Neveen and K. Jochen},
+ Journal = {SIAM J. Comput.},
+ Year = {2007},
+ Number = {2},
+ Pages = {630--652},
+ Volume = {37},
+
+ File = {:Papers/Neveen2007.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Newsam1983,
+ Title = {{E}stimation of {S}parse {J}acobian {M}atrices},
+ Author = {Newsam, G.N. and Ramsdell, J.D.},
+ Journal = {{SIAM} J. Alg. Disc. Meth.},
+ Year = {1983},
+ Pages = {404--417},
+ Volume = {4(3)},
+
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ng2011,
+ Title = {Connectivity-informed fMRI activation detection},
+ Author = {Ng, B. and Abugharbieh, R. and Varoquaux, G. and Poline, J. and Thirion, B.},
+ Journal = {Med. Image Comp. and Comp.-Assist. Interv.},
+ Year = {2011},
+ Pages = {285--292},
+
+ File = {ng2011connectivity.pdf:NEURO/ng2011connectivity.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Ngo2012,
+ Title = {The Trace Ratio Optimization Problem},
+ Author = {T. T. Ngo and M. Bellalij and Y. Saad},
+ Journal = {SIAM Rev.},
+ Year = {2012},
+ Number = {3},
+ Pages = {545--569},
+ Volume = {54},
+
+ File = {:Papers/Ngo2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Nocedal1992,
+ Title = {{T}heory of algorithms for unconstrained optimization},
+ Author = {Nocedal, J.},
+ Journal = {Acta Numer.},
+ Year = {1992},
+ Pages = {199--242},
+ Volume = {1},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Nocedal2006,
+ Title = {{N}umerical {O}ptimization},
+ Author = {J. Nocedal and S.J. Wright},
+ Publisher = {Springer},
+ Year = {2006},
+ Edition = {2},
+ Series = {Springer Series in Oper. Res. and Financial Engineering},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@InProceedings{Noceti2009,
+ Title = {Towards a theoretical framework for learning multi-modal patterns for embodied agents},
+ Author = {Noceti, N. and Caputo, B. and Castellini, C. and Baldassarre, L. and Barla, A. and Rosasco, L. and Odone, F. and Sandini, G.},
+ Booktitle = {Proc. Int. Conf. Image Analysis and Processing},
+ Year = {2009},
+ Organization = {Springer},
+ Pages = {248},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.21}
+}
+
+@Misc{Noceti2009a,
+ Title = {VMGdB --the CONTACT Visuo Motor Grasping dataBase},
+
+ Author = {N. Noceti and C. Castellini and B. Caputo and F. Odone},
+ Note = {preprint - http://slipguru.disi.unige.it/Research/VMGdB},
+ Year = {2009},
+
+ Journal = {Miscellaneous},
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Unpublished{ODonoghue2012a,
+ Title = {{Adaptive Restart for Accelerated Gradient Schemes}},
+ Author = {O'Donoghue, B. and Candes, E.},
+ Note = {(submitted for publication)},
+
+ Month = apr,
+ Year = {2012},
+
+ Eprint = {1204.3982},
+ Owner = {quoctd},
+ Posted-at = {2012-04-19 13:21:14},
+ Priority = {2},
+ Timestamp = {2013.08.23},
+ Url = {http://www-stat.stanford.edu/~candes/publications.html}
+}
+
+@Article{OLeary1979,
+ Title = {Estimating the largest eigenvalue of a positive definite matrix},
+ Author = {O'Leary, D.P. and Stewart, GW and Vandergraft, J.S.},
+ Journal = {Math. Comp.},
+ Year = {1979},
+ Number = {148},
+ Pages = {1289--1292},
+ Volume = {33},
+
+ File = {leary1979estimating.pdf:MATH/leary1979estimating.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {American Mathematical Society},
+ Timestamp = {2010.01.05}
+}
+
+@Article{OToole2007,
+ Title = {Theoretical, statistical, and practical perspectives on pattern-based classification approaches to the analysis of functional neuroimaging data},
+ Author = {O'Toole, A.J. and Jiang, F. and Abdi, H. and P{\'e}nard, N. and Dunlop, J.P. and Parent, M.A.},
+ Journal = {J. Cog. Neuro.},
+ Year = {2007},
+ Number = {11},
+ Pages = {1735--1752},
+ Volume = {19},
+
+ File = {otoole2007theoretical.pdf:NEURO\\otoole2007theoretical.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {MIT Press},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Obozinski2012,
+ Title = {Convex Relaxation for Combinatorial Penalties},
+ Author = {Obozinski, G. and Bach, F.},
+ Journal = {arXiv preprint arXiv:1205.1240},
+ Year = {2012},
+
+ File = {obozinski2012convex.pdf:Statistical Learning/SPARSITY/obozinski2012convex.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Obozinski2011,
+ Title = {Group Lasso with overlaps: The latent group Lasso approach},
+ Author = {Obozinski, G. and Jacob, L. and Vert, J.P.},
+ Journal = {arXiv preprint arXiv:1110.0413},
+ Year = {2011},
+
+ File = {obozinski2011group.pdf:Statistical Learning/SPARSITY/obozinski2011group.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Obozinski2010,
+ Title = {Joint covariate selection and joint subspace selection for multiple classification problems},
+ Author = {Obozinski, G. and Taskar, B. and Jordan, M.I.},
+ Journal = {Statistics and Computing},
+ Year = {2010},
+ Number = {2},
+ Pages = {231--252},
+ Volume = {20},
+
+ File = {obozinski2010joint.pdf:Statistical Learning/Multitask/obozinski2010joint.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Obozinski2007,
+ Title = {Joint covariate selection for grouped classification},
+ Author = {Obozinski, G. and Taskar, B. and Jordan, M. I.},
+ Institution = {Dept. of Statistics, UC Berkeley},
+ Year = {2007},
+
+ File = {obozinski2007mtlfeatsel.pdf:Statistical Learning/Multitask/obozinski2007mtlfeatsel.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.07.12}
+}
+
+@Article{Ohtsuka2004,
+ Title = {{A} {C}ontinuation/{GMRES} {M}ethod for {F}ast {C}omputation of {N}onlinear {R}eceding {H}orizon {C}ontrol},
+ Author = {Ohtsuka, T.},
+ Journal = {Automatica},
+ Year = {2004},
+ Number = {4},
+ Pages = {563--574},
+ Volume = {40},
+
+ File = {Ohtsuka2004.pdf:Ohtsuka2004.pdf:PDF},
+ Keywords = {NMPC optimal control, AutoGen, AutoGenU},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ohtsuka1996,
+ Title = {{N}onlinear {R}eceding-{H}orizon {S}tate {E}stimation by {R}eal-{T}ime {O}ptimization {T}echnique},
+ Author = {Ohtsuka, T. and Fujii, H.A.},
+ Journal = {J. Guidance, Control and Dynamics},
+ Year = {1996},
+ Number = {4},
+ Volume = {19},
+
+ Keywords = {NMPC optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Okada2005,
+ Title = {'Can one hear the shape of a drum?': revisited},
+ Author = {Y. Okada and A. Shudo and S. Tasaki and T. Harayama},
+ Journal = {J. Physics},
+ Year = {2005},
+ Pages = {163-170},
+ Volume = {38},
+
+ Doi = {10.1088/0305-4470/38/9/L02},
+ File = {Statistical Learning\\okada05drumshape.pdf:Statistical Learning\\okada05drumshape.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2007.01.30},
+ Url = {http://www.iop.org/EJ/abstract/0305-4470/38/9/L02/}
+}
+
+@InProceedings{Oliveira1994,
+ Title = {{R}obust {M}odel {P}redictive {C}ontrol for {N}onlinear {S}ystems},
+ Author = {{S. de} Oliveira and Morari, M.},
+ Booktitle = cdc33,
+ Year = {1994},
+
+ Address = {Lake Buena Vista, FL},
+ Month = {December},
+ Organization = {{IEEE}},
+ Pages = {3561--3566},
+
+ Keywords = {NMPC optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Olsen2012,
+ Title = {Newton-Like Methods for Sparse Inverse Covariance Estimation},
+ Author = {Olsen, P.A. and Oztoprak, F. and Nocedal, J. and Rennie, S.J.},
+ Journal = {Optimization Online},
+ Year = {2012},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Olshevsky2011,
+ Title = {Convergence speed in distributed consensus and averaging},
+ Author = {A. Olshevsky and J.N. Tsitsiklis},
+ Journal = {SIAM Rev.},
+ Year = {2011},
+ Number = {4},
+ Pages = {747--772},
+ Volume = {53},
+
+ File = {:Papers/Olshevsky2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Opial1967,
+ Title = {Weak convergence of the sequence of successive approximations for nonexpansive mappings},
+ Author = {Opial, Z.},
+ Journal = {Bull. Amer. Math. Soc},
+ Year = {1967},
+ Number = {4},
+ Pages = {591--597},
+ Volume = {73},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Orlin2009,
+ Title = {A faster strongly polynomial time algorithm for submodular function minimization},
+ Author = {Orlin, J.B.},
+ Journal = {Math. Prog.},
+ Year = {2009},
+ Number = {2},
+ Volume = {118},
+
+ File = {orlin2009faster.pdf:Optimization/orlin2009faster.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Orsi2006,
+ Title = {A Newton-like method for solving rank constrained linear matrix inequalities},
+ Author = {R. Orsi and U. Helmke and J.B. Moore},
+ Journal = {Automatica},
+ Year = {2006},
+ Number = {11},
+ Pages = {1875--1882},
+ Volume = {42},
+
+ File = {:Papers/Orsi2006.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Ortega1968,
+ Title = {The {N}ewton-{K}antorovich theorem},
+ Author = {Ortega, J. M.},
+ Journal = {Amer. Math. Mon.},
+ Year = {1968},
+ Number = {6},
+ Pages = {658--660},
+ Volume = {75},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.05}
+}
+
+@Book{Ortega2000,
+ Title = {Iterative Solution of Nonlinear Equations in Several Variables},
+ Author = {Ortega, J. M. and Rheinboldt, W. C.},
+ Publisher = {Soc. Ind. Appl. Math.},
+ Year = {2000},
+
+ Address = {Philadelphia, PA},
+
+ Owner = {yhli},
+ Timestamp = {2014.10.10}
+}
+
+@Article{Osborne2000,
+ Title = {A new approach to variable selection in least squares problems},
+ Author = {Osborne, M. R. and Presnell, Brett and Turlach, B. A.},
+ Journal = {IMA J. Numer. Anal.},
+ Year = {2000},
+ Pages = {389--404},
+ Volume = {20},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.09}
+}
+
+@Article{Ostertag2008,
+ Title = {An improved path-following method for mixed $H_2/H_{\infty}$ controller design},
+ Author = {E. Ostertag},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2008},
+ Number = {8},
+ Pages = {1967--1971},
+ Volume = {53},
+
+ File = {:Papers/Ostertag2008.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Book{Ostrowski1966,
+ Title = {{S}olutions of {E}quations and {S}ystems of {E}quations},
+ Author = {Ostrowski, A.M.},
+ Publisher = {Academic Press},
+ Year = {1966},
+
+ Address = {New York},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.25}
+}
+
+@Article{Ouyang2013,
+ Title = {Stochastic Alternating Direction Method of Multipliers},
+ Author = {H. Ouyang and N. He and Long Q. Tran and A. Gray},
+ Journal = {JMLR W\&CP},
+ Year = {2013},
+ Pages = {80--88},
+ Volume = {28},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.02}
+}
+
+@Article{Ouyang2014,
+ Title = {An accelerated linearized alternating direction method of multiplier},
+ Author = {Y. Ouyang and Y. Chen and G. LanG. Lan. and E. JR. Pasiliao},
+ Journal = {Tech},
+ Year = {2014},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.02}
+}
+
+@Article{Oymak2013d,
+ Title = {Sharp {MSE} bounds for proximal denoising},
+ Author = {Oymak, Samet and Hassibi, Babak},
+ Year = {2013},
+ Note = {arXiv:1305.2714v5},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.12}
+}
+
+@Article{Oymak2013,
+ Title = {The squared-error of generalized {LASSO}: A precise analysis},
+ Author = {Oymak, Samet and Thrampoulidis, Christos and Hassibi, Babak},
+ Year = {2013},
+ Note = {arXiv:1311.0830v2 [cs.IT]},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.24}
+}
+
+@Article{Oymak2013b,
+ Title = {Simple bounds for noisy linear inverse problems with exact side information},
+ Author = {Oymak, Samet and Thrampoulidis, Christos and Hassibi, Babak},
+ Year = {2013},
+ Note = {arXiv:1312.0641v2 [cs.IT]},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.04}
+}
+
+@Article{Paige1972,
+ Title = {Computational variants of the {L}anczos method for the eigenproblem},
+ Author = {Paige, C. C.},
+ Journal = {J. Inst. Math. Apps.},
+ Year = {1972},
+ Pages = {373--381},
+ Volume = {10},
+
+ Fjournal = {Journal of the Institute of Mathematics and its Applications},
+ ISSN = {0020-2932},
+ Mrclass = {65F15},
+ Mrnumber = {0334480 (48 \#12799)},
+ Mrreviewer = {B. Levinger},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Palmay1998,
+ Title = {Optimization formulations and static equilibrium in congested transportation networks},
+ Author = {A. De Palmay and Y. Nesterov},
+ Institution = {CORE/UCL},
+ Year = {1998},
+ Number = {July 1998},
+ Type = {CORE Discussion Paper},
+
+ File = {:Papers/Palmay1998.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Palomar2006a,
+ Title = {{A} {T}utorial on {D}ecomposition {M}ethods for {N}etwork {U}tility {M}aximization},
+ Author = {Palomar, D.P. and Chiang, M.},
+ Journal = {IEEE J. Sel. Areas Coms.},
+ Year = {2006},
+ Number = {8},
+ Pages = {1439--1451},
+ Volume = {24},
+
+ File = {:Papers/Palomar2006.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.07}
+}
+
+@Article{Palomar2006,
+ Title = {Gradient of mutual information in linear vector {G}aussian channels},
+ Author = {Palomar, Daniel P. and Verd{\'{u}}, Sergio},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2006},
+
+ Month = jan,
+ Number = {1},
+ Pages = {141--154},
+ Volume = {52},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Article{Pan2006,
+ Title = {Multidimensional Vector Regression for Accurate and Low-Cost Location Estimation in Pervasive Computing},
+ Author = {Jeffrey Junfeng Pan and James T. Kwok and Yiqiang Chen},
+ Journal = {IEEE Trans. Knowl. Data Eng.},
+ Year = {2006},
+ Note = {Senior Member-Qiang Yang},
+ Number = {9},
+ Pages = {1181--1193},
+ Volume = {18},
+
+ Address = {Piscataway, NJ, USA},
+ Doi = {http://dx.doi.org/10.1109/TKDE.2006.145},
+ File = {Pan06Multidimensional.pdf:/home/baldazen/Desktop/Scienza/Statistical Learning/Vector-valued/Pan06Multidimensional.pdf:PDF},
+ ISSN = {1041-4347},
+ Owner = {baldazen},
+ Publisher = {IEEE Educational Activities Department},
+ Timestamp = {2008.02.04}
+}
+
+@Article{Pan2007,
+ Title = {Parzen Windows for Multi-class Classification},
+ Author = {Pan, Z. and Xiang, D. and Xiao, Q. and Zhou, D.X.},
+ Year = {2007},
+
+ File = {pan07parzen.pdf:Statistical Learning/Multiclass/pan07parzen.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.07.18}
+}
+
+@Article{Pantelides1993,
+ Title = {{E}quation {O}riented {D}ynamic {S}imulation: {C}urrent {S}tatus and {F}uture {P}erspectives},
+ Author = {Pantelides, C.C. and Barton, P.I.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1993},
+ Pages = {S263--S285},
+ Volume = {17S},
+
+ Keywords = {ODE DAE PDE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Pantelides1994,
+ Title = {{O}ptimal control of multistage systems described by high-index differential-algebraic equations},
+ Author = {Pantelides, C.C. and R.W.H. Sargent and V.S. Vassiliadis},
+ Booktitle = {Comp. Opt. Control},
+ Publisher = {Birk\-h\"au\-ser},
+ Year = {1994},
+
+ Address = {Basel},
+ Editor = {R. Bulirsch and D. Kraft},
+
+ Keywords = {chemistry DAE optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Pantoj1988,
+ Title = {{D}ifferential {D}ynamic {P}rogramming and {N}ewton's {M}ethod},
+ Author = {J.F.A.D. Pantoja},
+ Journal = {Int. J. Control},
+ Year = {1988},
+ Number = {5},
+ Pages = {1539--1553},
+ Volume = {47},
+
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Pantoja1991,
+ Title = {{S}equential quadratic programming algorithm for discrete optimal control problems with control inequality constraints},
+ Author = {J.F.A.D. Pantoja and D. Q. Mayne},
+ Journal = {Int. J. Control},
+ Year = {1991},
+ Pages = {823--836},
+ Volume = { 53},
+
+ Keywords = {SQP MIOC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Papul2001,
+ Title = {{M}athematik f\"ur {I}ngenieure und {N}aturwissenschaftler},
+ Author = {L. Papula},
+ Publisher = {Vieweg},
+ Year = {2001},
+
+ Address = {Wiesbaden},
+ Volume = {1},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Parente2012,
+ Title = {Solving net constrained hydrothermal Nash-Cournot equilibrium problems via the proximal decomposition method},
+ Author = {L.A. Parente and P.A. Lotito and A.J. Rubiales and M.V. Solodov},
+ Journal = {XXXX},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Parente2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Article{Parikh2013,
+ Title = {Proximal Algorithms},
+ Author = {N. Parikh and S. Boyd},
+ Journal = {Found. Trends Opt.},
+ Year = {2013},
+ Number = {3},
+ Pages = {123--231},
+ Volume = {1},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.20}
+}
+
+@Article{Parikh2013a,
+ Title = {Proximal Algorithms},
+ Author = {Parikh, Neal and Boyd, Stephen},
+ Year = {2013},
+
+ File = {parikh2013proximal.pdf:Optimization/parikh2013proximal.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Park1999,
+ Title = {Ninety years of the {B}rouwer fixed point theorem},
+ Author = {Park, Sehie},
+ Journal = {Vietnam J. Math.},
+ Year = {1999},
+ Number = {3},
+ Pages = {187--222},
+ Volume = {27},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.17}
+}
+
+@InProceedings{Parker2011,
+ Title = {Compressive sensing under matrix uncertainties: An Approximate Message Passing approach},
+ Author = {Parker, J.T. and Cevher, V. and Schniter, P.},
+ Booktitle = {Asilomar Conf. on Sig., Sys. and Comp.},
+ Year = {2011},
+ Month = {Nov.},
+ Pages = {804-808},
+
+ ISSN = {1058-6393},
+ Owner = {jmscarlett}
+}
+
+@Article{Parvaresh2008,
+ Title = {Recovering sparse signals using sparse measurement matrices in compressed DNA microarrays},
+ Author = {Parvaresh, Farzad and Vikalo, Haris and Misra, Sidhant and Hassibi, Babak},
+ Journal = {IEEE J. Sel. Topics Sig. Proc.},
+ Year = {2008},
+ Number = {3},
+ Pages = {275--285},
+ Volume = {2},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Passty1979,
+ Title = {Ergodic convergence to a zero of the sum of monotone operators in {H}ilbert space},
+ Author = {Passty, Gregory B.},
+ Journal = {J. Math. Anal. Apps..},
+ Year = {1979},
+ Pages = {383--390},
+ Volume = {72},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.19}
+}
+
+@Article{Patel1984,
+ Title = {Parallel computation and numerical optimisation},
+ Author = {Patel, K. D.},
+ Journal = {Annals of Oper. Res.},
+ Year = {1984},
+ Note = {10.1007/BF01876144},
+ Pages = {135-149},
+ Volume = {1},
+
+ Affiliation = {The Numerical Optimisation Centre The Hatfield Polytechnic College Lane P.O. Box 109 AL 10 9AB Hatfield Hertfordshire England},
+ File = {Patel1984.pdf:Patel1984.pdf:PDF},
+ ISSN = {0254-5330},
+ Issue = {2},
+ Keyword = {Computer Science},
+ Keywords = {distributed optimization},
+ Owner = {quoctd},
+ Publisher = {Springer Netherlands},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/BF01876144}
+}
+
+@Article{Patwardhan1993,
+ Title = {{N}onlinear {M}odel {P}redictive {C}ontrol of a {P}acked {D}istillation {C}olumn},
+ Author = {Patwardhan, A.A. and Edgar, T.F.},
+ Journal = {Ind. Eng. Chem. Res.},
+ Year = {1993},
+ Pages = {2345--2356},
+ Volume = {32},
+
+ Keywords = {NMPC optimal control chemistry},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Pearson1997,
+ Title = {{PGPLOT} {G}raphics {S}ubroutine {L}ibrary},
+ Author = {T.J. Pearson},
+ Publisher = {California Institute of Technology},
+ Year = {1997},
+
+ Address = {Pasadena},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Pelossof2004,
+ Title = {A SVM learning approach to robotic grasping},
+ Author = {Pelossof, R. and Miller, A. and Allen, P. and Jebara, T.},
+ Booktitle = {IEEE Conf. Robotics and Automation},
+ Year = {2004},
+ Organization = {Citeseer},
+ Pages = {3215--8},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Conference{Penrose1955,
+ Title = {A generalized inverse for matrices},
+ Author = {Penrose, Roger},
+ Booktitle = {Proc. Cambridge Philos. Soc},
+ Year = {1955},
+ Number = {3},
+ Pages = {406--413},
+ Volume = {51},
+
+ File = {penrose1955generalized.pdf:penrose1955generalized.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2009.12.14}
+}
+
+@Article{Percival2012,
+ Title = {Theoretical properties of the overlapping groups lasso},
+ Author = {Percival, Daniel},
+ Journal = {Elec. J. Stats.},
+ Year = {2012},
+ Pages = {269--288},
+ Volume = {6},
+
+ File = {percival2012theoretical.pdf:percival2012theoretical.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Institute of Mathematical Statistics},
+ Timestamp = {2014.11.25}
+}
+
+@PhdThesis{Pereira2007,
+ Title = {Beyond Brain Blobs: Machine Learning Classifiers as Instruments for Analyzing Functional Magnetic Resonance Imaging Data},
+ Author = {Pereira, F.},
+ School = {Carnegie Mellon University},
+ Year = {2007},
+
+ Owner = {BaldaZen},
+ Timestamp = {2012.03.27}
+}
+
+@Article{Pereira2009,
+ Title = {Machine learning classifiers and fMRI: A tutorial overview},
+ Author = {Francisco Pereira and Tom Mitchell and Matthew Botvinick},
+ Journal = {NeuroImage},
+ Year = {2009},
+ Note = {Mathematics in Brain Imaging},
+ Number = {1, Supplement 1},
+ Pages = {S199 - S209},
+ Volume = {45},
+
+ Doi = {10.1016/j.neuroimage.2008.11.007},
+ File = {pereira2009machine.pdf:NEURO\\pereira2009machine.pdf:PDF},
+ ISSN = {1053-8119},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://www.sciencedirect.com/science/article/pii/S1053811908012263}
+}
+
+@TechReport{Peron1991,
+ Title = {Deformable kernels for early vision},
+ Author = {Pietro Perona},
+ Institution = {Università di Padova - Dipartimento di Elettronica ed Informatica and California Institute of Technology 116-81 Engineering and Applied Sciences},
+ Year = {1991},
+
+ File = {Deformable kernels for early vision - Perona.pdf:VC/Deformable kernels for early vision - Perona.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.25}
+}
+
+@PhdThesis{Pesch1978,
+ Title = {{N}umerische {B}erechnung optimaler {F}lugbahnkorrekturen in {E}chtzeitrechnung},
+ Author = {Pesch, H.J.},
+ School = {TU M\"unchen},
+ Year = {1978},
+
+ Keywords = {optimal control indirect methods optimality conditions},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Misc{Petzold1991,
+ Title = {Solver {DASSL}},
+
+ Author = {L.R. Petzold},
+ HowPublished = {http://pitagora.dm.uniba.it/\!$\sim$testset/solvers/\-dassl.php},
+ Month = {June},
+ Year = {1991},
+
+ Keywords = {DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Petzold1982,
+ Title = {{A} {D}escription of {DASSL}: {A} {D}ifferential-{A}lgebraic {S}ystem {S}olver},
+ Author = {Petzold, L.R.},
+ Booktitle = {Proc. {IMACS} {W}orld {C}ongress},
+ Year = {1982},
+
+ Address = {Montreal},
+
+ Keywords = {DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Petzold1997,
+ Title = {{N}umerical optimal control of parabolic {PDE}s using {DASOPT}},
+ Author = {Petzold, L. and Rosen, J.B. and Gill, P.E. and Jay, L.O. and Park, K.},
+ Booktitle = {Large Scale Optimization with Applications, Part II},
+ Year = {1997},
+ Editor = {Biegler and Coleman and Conn and Santosa},
+ Pages = {271--300},
+ Publisher = {Springer},
+ Series = {IMA Volumes in Mathematics and its Applications},
+ Volume = {93},
+
+ Keywords = {PDE optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Peyton1995,
+ Title = {{A} {C}lique-{T}ree {A}lgorithm for {P}artitioning a {C}hordal {G}raph {I}nto {T}ransitive {S}ubgraphs},
+ Author = {B.W. Peyton and A. Pothen and X. Yuan},
+ Journal = {Lin. Alg. Apps.},
+ Year = {1995},
+ Number = {1--3},
+ Pages = {553--588},
+ Volume = {223/224},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {citeseer.ist.psu.edu/peyton94clique.html}
+}
+
+@Article{Pham1998,
+ Title = {A {DC} optimization algorithms for solving the trust region subproblem},
+ Author = {D.T. Pham and H.A. Le Thi},
+ Journal = {SIAM J. Opt.zation},
+ Year = {1998},
+ Pages = {476--507},
+ Volume = {8},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Phua1998a,
+ Title = {Parallel algorithms for large-scale nonlinear optimization},
+ Author = {Paul Kang-Hoh Phua and Weiguo Fan and Yuelin Zeng},
+ Journal = {Int. Trans. Op. Res.},
+ Year = {1998},
+ Number = {1},
+ Pages = {67-77},
+ Volume = {5},
+
+ Doi = {DOI: 10.1016/S0969-6016(98)00001-X},
+ ISSN = {0969-6016},
+ Keywords = {distributed optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/B6VGM-3WGXSVM-7/2/b8d876ce8cf2f1db1ec18b3f2e623c7d}
+}
+
+@InProceedings{Piater2000,
+ Title = {Learning visual features to predict hand orientations},
+ Author = {J. H. Piater},
+ Booktitle = {Proc. ICML - Workshop in spatial knowledge},
+ Year = {2000},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Pinelis1986,
+ Title = {Remarks on inequalities for large deviation probabilities},
+ Author = {Pinelis, I.F. and Sakhanenko, A.I.},
+ Journal = {Theory of Probability and its Applications},
+ Year = {1986},
+ Pages = {143},
+ Volume = {30},
+
+ Owner = {baldassarre},
+ Timestamp = {2009.12.31}
+}
+
+@Article{Pistikopoulos1995,
+ Title = {{N}ovel approach for optimal process design under uncertainty},
+ Author = {Pistikopoulos, E.N. and Ierapetritou, M.G.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1995},
+ Pages = {1089--1110},
+ Volume = {19},
+
+ Keywords = {robust optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Plan2014,
+ Title = {Dimension reduction by random hyperplane tessellations},
+ Author = {Plan, Yaniv and Vershynin, Roman},
+ Journal = {Discrete Comp. Geom.},
+ Year = {2014},
+ Pages = {438--461},
+ Volume = {51},
+
+ Owner = {yhli},
+ Timestamp = {2014.10.29}
+}
+
+@Article{Plan2013,
+ Title = {One-bit compressed sensing by linear programming},
+ Author = {Plan, Yaniv and Vershynin, Roman},
+ Journal = {Commun. Pure Appl. Math.},
+ Year = {2013},
+ Pages = {1275--1297},
+ Volume = {LXVI},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Article{Plan2013a,
+ Title = {Robust $1$-bit compressed sensing and sparse logistic regression: A convex programming approach},
+ Author = {Plan, Yaniv and Vershynin, Roman},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2013},
+
+ Month = jan,
+ Number = {1},
+ Pages = {482--494},
+ Volume = {59},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Article{Plan2014a,
+ Title = {High-dimensional estimation with geometric constraints},
+ Author = {Plan, Yaniv and Vershynin, Roman and Yudovina, Elena},
+ Year = {2014},
+ Note = {arXiv:1404.3749v1 [math.PR]},
+
+ Owner = {yhli},
+ Timestamp = {2014.10.30}
+}
+
+@MastersThesis{Plitt1981,
+ Title = {{E}in superlinear konvergentes {M}ehrzielverfahren zur direkten {B}erechnung beschr\"ankter optimaler {S}teuerungen},
+ Author = {Plitt, K.J.},
+ School = {Universit\"at Bonn},
+ Year = {1981},
+
+ Key = {Diploma thesis},
+ Keywords = {agbock multiple shooting optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Poggio2004,
+ Title = {General conditions for predictivity in learning theory},
+ Author = {Poggio, T. and Rifkin, R. and Mukherjee, S. and Niyogi, P.},
+ Journal = {Nature},
+ Year = {2004},
+ Number = {6981},
+ Pages = {419--422},
+ Volume = {428},
+
+ File = {poggio04general.pdf:Statistical Learning/poggio04general.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2009.10.21}
+}
+
+@TechReport{Poggio2003,
+ Title = {The Mathematics of Learning: Dealing with Data},
+ Author = {Poggio, Tomaso and Smale, Steve},
+ Institution = {American Mathematical Society},
+ Year = {2003},
+
+ File = {The Mathematics of Learning - Dealing with Data.pdf:Statistical Learning/The Mathematics of Learning - Dealing with Data.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Book{Polak1971,
+ Title = {Computational methods in optimization: a unified approach},
+ Author = {Polak, E.},
+ Publisher = {Academic Press, New York,},
+ Year = {1971},
+
+ Catalogue-url = { http://nla.gov.au/nla.cat-vn466427 },
+ ISBN = { 0125593503 },
+ Language = { English },
+ Life-dates = { 1971 - },
+ Owner = {quoctd},
+ Pages = {329},
+ Subjects = { Mathematical optimization.; Nonlinear programming. },
+ Timestamp = {2013.08.23},
+ Type = { Book }
+}
+
+@Book{Pollard1990,
+ Title = {Empirical Processes: Theory and Applications},
+ Author = {Pollard, David},
+ Publisher = {Inst. Math. Stat.},
+ Year = {1990},
+
+ Address = {Hayward},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.29}
+}
+
+@Book{Polyak1987,
+ Title = {Introduction to Optimization},
+ Author = {Polyak, Boris T.},
+ Publisher = {Optimization Softw., Inc.},
+ Year = {1987},
+
+ Address = {New York},
+
+ Owner = {yhli},
+ Timestamp = {2014.05.02}
+}
+
+@Article{Polyak1963,
+ Title = {Gradient methods for the minimisation of functionals},
+ Author = {Polyak, B. T.},
+ Journal = {{USSR} Comput. Math. Math. Phys.},
+ Year = {1963},
+ Number = {4},
+ Pages = {864--878},
+ Volume = {3},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.22}
+}
+
+@Article{Polyak2004,
+ Title = {Ellipsoidal parameter or state estimation under model uncertainty},
+ Author = {Boris T. Polyak and Sergey A. Nazin and Cécile Durieu and Eric Walter},
+ Journal = {Automatica},
+ Year = {2004},
+ Number = {7},
+ Pages = {1171 - 1179},
+ Volume = {40},
+
+ Doi = {10.1016/j.automatica.2004.02.014},
+ ISSN = {0005-1098},
+ Keywords = {Bounded noise},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0005109804000676}
+}
+
+@Article{Polyak2013,
+ Title = {Dual fast projected gradient method for quadratic programming},
+ Author = {R. A. Polyak and J. Costa and J. Neyshabouri},
+ Journal = {Optimization Letters},
+ Year = {2013},
+ Number = {4},
+ Pages = {631--645},
+ Volume = {7},
+
+ Owner = {quoctd},
+ Timestamp = {2014.03.14}
+}
+
+@Article{Polyanskiy2010,
+ Title = {Channel Coding Rate in the Finite Blocklength Regime},
+ Author = {Yury Polyanskiy and Vincent Poor and Sergio Verd\'{u}},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2010},
+
+ Month = {May},
+ Number = {5},
+ Pages = {2307-2359},
+ Volume = {56},
+
+ Owner = {jms265},
+ Timestamp = {2011.12.09}
+}
+
+@Article{Pong2013,
+ Title = {Proximal-proximal gradient algorithm},
+ Author = {T.K. Pong},
+ Journal = {Tech. Report.},
+ Year = {2013},
+ Volume = {http://arxiv.org/abs/1305.4704},
+
+ Owner = {quoctd},
+ Timestamp = {2014.05.22}
+}
+
+@Book{Pontryagin1962,
+ Title = {{T}he {M}athematical {T}heory of {O}ptimal {P}rocesses},
+ Author = {Pontryagin, L.S. and Boltyanski, V.G. and Gamkrelidze, R.V. and Miscenko, E.F.},
+ Publisher = {Wiley},
+ Year = {1962},
+
+ Address = {Chichester},
+
+ Keywords = {optimal control optimality conditions},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Pothen1988,
+ Title = {{T}he {C}omplexity of {O}ptimal {E}limination {T}rees},
+ Author = {Pothen, A.},
+ Institution = {Pennsylvania State University},
+ Year = {1988},
+ Number = {CS-88-13},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Potschka2008,
+ Title = {{A} {N}ewton-{P}icard inexact {SQP} method for optimization of {SMB} processes},
+ Author = {Potschka,A. and Bock, H.G. and Engell, S. and K\"upper, A. and Schl{\"o}der, J.P.},
+ Year = {2008},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Powell1976,
+ Title = {{S}ome global convergence properties of a variable metric algorithm for minimization without exact line searches},
+ Author = {Powell, M.J.D.},
+ Booktitle = {{SIAM}-AMS Proceedings},
+ Year = {1976},
+ Editor = {Cottle, R. W. and Lemke, C. E. eds.},
+ Pages = {53--72},
+ Series = {{SIAM} publications},
+ Volume = {IX},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Powell1978a,
+ Title = {{A} fast algorithm for nonlinearly constrained optimization calculations},
+ Author = {M.J.D. Powell},
+ Booktitle = {Numerical Analysis, Dundee 1977},
+ Year = {1978},
+
+ Address = {Berlin},
+ Editor = {G.A. Watson},
+ Publisher = {Springer},
+ Series = {Lecture Notes in Mathematics},
+ Volume = {630},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Powell2012,
+ Title = {Beyond symmetric {B}royden for updating quadratic models in minimization without derivatives},
+ Author = {M.J.D. Powell},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {1--26},
+ Volume = {xx},
+
+ File = {:Papers/Powell2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.13}
+}
+
+@Article{Powell1985,
+ Title = {{O}n the quadratic programming algorithm of {G}oldfarb and {I}dnani},
+ Author = {M.J.D. Powell},
+ Journal = {Math. Prog. Study},
+ Year = {1985},
+ Pages = {46--61},
+ Volume = {25},
+
+ Keywords = {optimization SQP},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Powell1984,
+ Title = {{C}onvergence properties of algorithms for nonlinear optimization},
+ Author = {Powell, M.J.D.},
+ Journal = {{SIAM} Review},
+ Year = {1984},
+ Pages = {487--500},
+ Volume = {28},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Powell1979,
+ Title = {{O}n the estimation of sparse {H}essian matrices},
+ Author = {Powell, M.J.D. and Toint, Ph.-L.},
+ Journal = {{SIAM} J. Numer. Anal.},
+ Year = {1979},
+ Pages = {1060--1074},
+ Volume = {16},
+
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Powell1973,
+ Title = {On search directions for minimization algorithms},
+ Author = {Powell, M. J. D.},
+ Journal = {Math. Prog.},
+ Year = {1973},
+ Pages = {193-201},
+ Volume = {4},
+
+ Affiliation = {Atomic Energy Research Establishment Harwell Great Britain},
+ File = {Powell1973.pdf:Powell1973.pdf:PDF},
+ ISSN = {0025-5610},
+ Issue = {1},
+ Keyword = {Mathematics and Statistics},
+ Owner = {quoctd},
+ Publisher = {Springer Berlin / Heidelberg},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/BF01584660}
+}
+
+@Article{Prakash2007,
+ Title = {Microfluidic bubble logic.},
+ Author = {Manu Prakash and Neil Gershenfeld},
+ Journal = {Science},
+ Year = {2007},
+
+ Month = {Feb},
+ Number = {5813},
+ Pages = {832--835},
+ Volume = {315},
+
+ Abstract = {We demonstrate universal computation in an all-fluidic two-phase microfluidic system. Nonlinearity is introduced into an otherwise linear, reversible, low-Reynolds number flow via bubble-to-bubble hydrodynamic interactions. A bubble traveling in a channel represents a bit, providing us with the capability to simultaneously transport materials and perform logical control operations. We demonstrate bubble logic AND/OR/NOT gates, a toggle flip-flop, a ripple counter, timing restoration, a ring oscillator, and an electro-bubble modulator. These show the nonlinearity, gain, bistability, synchronization, cascadability, feedback, and programmability required for scalable universal computation. With increasing complexity in large-scale microfluidic processors, bubble logic provides an on-chip process control mechanism integrating chemistry and computation.},
+ Doi = {10.1126/science.1136907},
+ File = {Prakash07MicrofluidicBubble.pdf:Fisica/Prakash07MicrofluidicBubble.pdf:PDF},
+ Owner = {luca},
+ Pii = {315/5813/832},
+ Pmid = {17289994},
+ Timestamp = {2007.02.13},
+ Url = {http://dx.doi.org/10.1126/science.1136907}
+}
+
+@Manual{PSE2000,
+ Title = {{gPROMS} {A}dvanced {U}ser's {M}anual},
+
+ Address = {London},
+ Author = {PSE},
+ Year = {2000},
+
+ Keywords = {chemistry},
+ Organisation = {Process Systems Enterprise Ltd.},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Purkayastha2008,
+ Title = {An optimal distributed routing algorithm using dual decomposition techniques},
+ Author = {P. Purkayastha and J.S. Baras},
+ Journal = {Commun. Inf. Syst.},
+ Year = {2008},
+ Number = {3},
+ Pages = {277--302},
+ Volume = {8},
+
+ File = {:Papers/Purkayastha2008.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Pustelnik2011,
+ Title = {Parallel proximal algorithm for image restoration using hybrid regularization},
+ Author = {Pustelnik, N. and Chaux, C. and Pesquet, J.},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2011},
+ Number = {9},
+ Pages = {2450--2462},
+ Volume = {20},
+
+ File = {pustelnik2011parallel.pdf:Optimization/pustelnik2011parallel.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Pytlak1999,
+ Title = {{N}umerical {M}ethods for {O}ptimal {C}ontrol {P}roblems with {S}tate {C}onstraints},
+ Author = {Pytlak, R.},
+ Publisher = {Springer},
+ Year = {1999},
+
+ Address = {Berlin},
+ Series = {Lecture Notes in Mathematics},
+
+ Keywords = {optimal control},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@Article{Qi1998,
+ Title = {Nonsmooth equations and smoothing Newton methods},
+ Author = {Qi, Liqun and Sun, Defeng},
+ Journal = {Progress in Optimization: Contributions from Australasia, A. Eberhard, B. Glover, R. Hill and D. Ralph eds., Kluwer Academic Publisher, Boston},
+ Year = {1998},
+
+ Owner = {quoctd},
+ Publisher = {Citeseer},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Qin2000,
+ Title = {{A}n overview of nonlinear model predictive control applications},
+ Author = {Qin, S.J. and Badgwell, T.A. },
+ Booktitle = {Nonlinear Predictive Control},
+ Year = {2000},
+
+ Address = {Basel Boston Berlin},
+ Editor = {F. Allg\"ower and A. Zheng},
+ Pages = {370--392},
+ Publisher = {Birkh\"auser},
+ Series = {Progress in Systems Theory},
+ Volume = {26},
+
+ Key = {ISBN 3-7643-6297-9},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Qin1996,
+ Title = {{A}n overview of industrial model predictive control technology},
+ Author = {Qin, S.J. and Badgwell, T.A.},
+ Booktitle = {Int. Conf. Chem. Proc. Control (CPC)},
+ Year = {1996},
+ Editor = {Kantor, J.C. and Garcia, C.E. and Carnahan, B.},
+ Pages = {232--256},
+ Publisher = {American Institute of Chemical Engineers},
+
+ Keywords = {optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Qin2001,
+ Title = {{R}eview of nonlinear model predictive control applications},
+ Author = {Qin, S.J. and Badgwell, T.A. },
+ Booktitle = {Nonlinear model predictive control: theory and application},
+ Year = {2001},
+
+ Address = {London},
+ Editor = {Kouvaritakis, B. and Cannon, M.},
+ Pages = {3--32},
+ Publisher = {The Institute of Electrical Engineers},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Roemisch2001,
+ Title = {{M}ultistage stochastic integer programs: {A}n introduction},
+ Author = {R\"{o}misch, W. and Schultz, R.},
+ Booktitle = {Online Optimization of Large Scale Systems},
+ Publisher = {Springer},
+ Year = {2001},
+
+ Address = {Berlin},
+ Editor = {Gr\"{o}tschel, M. and Krumke, S.O. and Rambau, J.},
+ Pages = {581--600},
+
+ Keywords = {integer programming},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Roemisch2001a,
+ Title = {{M}ultistage {S}tochastic {I}nteger {P}rograms: {A}n {I}ntroduction},
+ Author = {W. R\"omisch and R. Schultz},
+ Booktitle = {Online {O}ptimization of {L}arge {S}cale Systems: {S}tate of the {A}rt},
+ Publisher = {Springer},
+ Year = {2001},
+ Editor = {M. Gr\"otschel and S.O. Krumke and J. Rambau},
+ Pages = {581--600},
+
+ Keywords = {integer programming},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Raginsky2010,
+ Title = {Compressed Sensing Performance Bounds Under {P}oisson Noise},
+ Author = {Raginsky, M. and Willett, R.M. and Harmany, Z.T. and Marcia, R.F.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2010},
+
+ Month = {Aug.},
+ Number = {8},
+ Pages = {3990-4002},
+ Volume = {58},
+
+ ISSN = {1053-587X},
+ Owner = {jmscarlett}
+}
+
+@TechReport{Raguet2012,
+ Title = {Generalized Forward-Backward Splitting},
+ Author = {Raguet, H. and Fadili, J. and Peyré, G.},
+ Institution = {arXiv:1108.4404v3},
+ Year = {2012},
+
+ File = {raguet2012generalized.pdf:Optimization/raguet2012generalized.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2012.03.06}
+}
+
+@Article{Rahman2005,
+ Title = {Multiscale Representations for Manifold-Valued Data},
+ Author = {Rahman, Inam U. and Drori, Iddo and Stodden, Victoria C. and Donoho, David L. and Schroder, Peter },
+ Journal = {Multiscale Modeling \& Simulation},
+ Year = {2005},
+ Number = {4},
+ Pages = {1201--1232},
+ Volume = {4},
+
+ Abstract = {Pages 1201-1232,},
+ Citeulike-article-id = {1071840},
+ File = {:Statistical Learning/Manifold/inam05manifolddata.pdf:PDF},
+ Owner = {baldassarre},
+ Posted-at = {2007-01-28 00:33:59},
+ Priority = {2},
+ Publisher = {SIAM},
+ Timestamp = {2009.06.22},
+ Url = {http://scitation.aip.org/getabs/servlet/GetabsServlet?prog=normal&id=MMSUBT000004000004001201000001&idtype=cvips&gifs=yes}
+}
+
+@Article{Rakotomamonjy2008,
+ Title = {SimpleMKL},
+ Author = {Rakotomamonjy, A. and Bach, F. and Canu, S. and Grandvalet, Y.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2008},
+ Pages = {2491--2521},
+ Volume = {9},
+
+ File = {rakotomamonjy2008simplemkl.pdf:Statistical Learning\\Kernel Learning\\rakotomamonjy2008simplemkl.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Rakovic2008,
+ Title = {Approximate Reachability Analysis for Linear Discrete Time Systems Using Homothety and Invariance},
+ Author = {S.V. Rakovic and M. Fiacchini},
+ Booktitle = {Proc. World Conf. Aut. Control},
+ Year = {2008},
+
+ Address = {Seoul, Korea},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ramaswamy2001,
+ Title = {Multiclass cancer diagnosis using tumor gene expression signatures.},
+ Author = {Ramaswamy, S. and Tamayo, P. and Rifkin, R. and Mukherjee, S. and Yeang, C. H. and Angelo, M. and Ladd, C. and. Reich, M and Latulippe, E. and Mesirov, J. P. and Poggio, T. and Gerald, W. and Loda, M. and Lander, E. S. and Golub, T. R.},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2001},
+
+ Month = {Dec},
+ Number = {26},
+ Pages = {15149--15154},
+ Volume = {98},
+
+ Abstract = {The optimal treatment of patients with cancer depends on establishing accurate diagnoses by using a complex combination of clinical and histopathological data. In some instances, this task is difficult or impossible because of atypical clinical presentation or histopathology. To determine whether the diagnosis of multiple common adult malignancies could be achieved purely by molecular classification, we subjected 218 tumor samples, spanning 14 common tumor types, and 90 normal tissue samples to oligonucleotide microarray gene expression analysis. The expression levels of 16,063 genes and expressed sequence tags were used to evaluate the accuracy of a multiclass classifier based on a support vector machine algorithm. Overall classification accuracy was 78\%, far exceeding the accuracy of random classification (9\%). Poorly differentiated cancers resulted in low-confidence predictions and could not be accurately classified according to their tissue of origin, indicating that they are molecularly distinct entities with dramatically different gene expression patterns compared with their well differentiated counterparts. Taken together, these results demonstrate the feasibility of accurate, multiclass molecular cancer classification and suggest a strategy for future clinical implementation of molecular cancer diagnostics.},
+ Doi = {10.1073/pnas.211566398},
+ File = {ramaswamy01multiclass.pdf:BIO/Gene Expression/ramaswamy01multiclass.pdf:PDF},
+ Keywords = {Cluster Analysis; Gene Expression Profiling; Humans; Multigene Family; Neoplasms; Tumor Markers, Biological},
+ Owner = {baldazen},
+ Pii = {211566398},
+ Pmid = {11742071},
+ Timestamp = {2008.02.29},
+ Url = {http://dx.doi.org/10.1073/pnas.211566398}
+}
+
+@InProceedings{Rangan2011,
+ Title = {Generalized approximate message passing for estimation with random linear mixing},
+ Author = {Rangan, S.},
+ Booktitle = {IEEE Int. Symp. Inf. Theory},
+ Year = {2011},
+ Month = {July},
+
+ ISSN = {2157-8095},
+ Owner = {jmscarlett}
+}
+
+@Article{Rangan2013,
+ Title = {Fixed-points of Generalized Approximate Message Passing with Arbitrary Matrices},
+ Author = {S. Rangan and P. Schniter and E. Riegler and A. Fletcher and V. Cevher},
+ Journal = {Tech. Report.},
+ Year = {2013},
+ Pages = {1--10},
+ Volume = {xx},
+
+ Owner = {quoctd},
+ Timestamp = {2013.07.03}
+}
+
+@PhdThesis{Rao2000b,
+ Title = {{M}oving {H}orizon {E}stimation of {C}onstrained and {N}onlinear {S}ystems},
+ Author = {Rao, C.V.},
+ School = {University of Wisconsin--Madison},
+ Year = {2000},
+
+ File = {Rao2000b.pdf:Rao2000b.pdf:PDF},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Rao2000,
+ Title = {{N}onlinear {M}oving {H}orizon {S}tate {E}stimation},
+ Author = {Rao, C.V. and Rawlings, J.B.},
+ Booktitle = {Nonlinear Predictive Control},
+ Year = {2000},
+
+ Address = {Basel Boston Berlin},
+ Editor = {Allg\"ower, F. and Zheng, A.},
+ Pages = {45--69},
+ Publisher = {Birkh\"auser},
+
+ Key = {ISBN 3-7643-6297-9},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Rao2001,
+ Title = {{C}onstrained linear state estimation - a moving horizon approach},
+ Author = {C.V. Rao and J.B. Rawlings and J.H. Lee},
+ Journal = {Automatica},
+ Year = {2001},
+ Number = {2},
+ Pages = {1619--1628},
+ Volume = {37},
+
+ File = {Rao2001.pdf:Rao2001.pdf:PDF},
+ Keywords = {MHE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Rao2003,
+ Title = {{C}onstrained state estimation for nonlinear discrete-time systems: {S}tability and moving horizon approximations},
+ Author = {Rao, C. V. and J. B. Rawlings and D. Q. Mayne},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2003},
+ Number = {2},
+ Pages = {246--258},
+ Volume = {48},
+
+ File = {Rao2003.pdf:Rao2003.pdf:PDF},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Rao2013,
+ Title = {Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI Analysis},
+ Author = {Rao, Ni. and Cox, C. and Nowak, R. and Rogers, T.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2013},
+ Pages = {2202--2210},
+
+ File = {rao2013sparse.pdf:rao2013sparse.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Rao2011,
+ Title = {Convex approaches to model wavelet sparsity patterns},
+ Author = {Rao, N.S. and Nowak, R.D. and Wright, S.J. and Kingsbury, N.G.},
+ Booktitle = {Image Processing (ICIP), 2011 18th IEEE International Conference on},
+ Year = {2011},
+ Pages = {1917--1920},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Rao2012,
+ Title = {Universal measurement bounds for structured sparse signal recovery},
+ Author = {Rao, Nikhil and Recht, Benjamin and Nowak, Robert},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2012},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.06}
+}
+
+@Article{Rao2012b,
+ Title = {Signal Recovery in Unions of Subspaces with Applications to Compressive Imaging},
+ Author = {Rao, N.S. and Recht, B. and Nowak, R.D.},
+ Journal = {arXiv preprint arXiv:1209.3079},
+ Year = {2012},
+
+ File = {rao2012signal.pdf:COMPRESSIVE SENSING/rao2012signal.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Rao2013a,
+ Title = {Adaptive Sensing With Structured Sparsity},
+ Author = {Rao, N. and Tang, G. and Nowak, R.},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2013},
+
+ File = {rao2013adaptive.pdf:COMPRESSIVE SENSING/rao2013adaptive.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2013.05.28}
+}
+
+@Article{Rapaport2008,
+ Title = {Classification of arrayCGH data using fused SVM},
+ Author = {Rapaport, F. and Barillot, E. and Vert, J.P.},
+ Journal = {Bioinformatics},
+ Year = {2008},
+ Number = {13},
+ Pages = {i375--i382},
+ Volume = {24},
+
+ Owner = {jmscarlett},
+ Publisher = {Oxford Univ Press},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Rapaport2007,
+ Title = {Classification of microarray data using gene networks},
+ Author = {Rapaport, Franck and Zinovyev, Andrei and Dutreix, Marie and Barillot, Emmanuel and Vert, Jean-Philippe},
+ Journal = {BMC bioinformatics},
+ Year = {2007},
+ Number = {1},
+ Pages = {35},
+ Volume = {8},
+
+ File = {rapaport2007classification.pdf:rapaport2007classification.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {BioMed Central Ltd},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Raskutti2011,
+ Title = {Minimax rates of estimation for high-dimensional linear regression over $\ell_q$-balls},
+ Author = {Raskutti, Garvesh and Wainwright, Martin J. and Yu, Bin},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2011},
+
+ Month = oct,
+ Number = {10},
+ Pages = {6976--6994},
+ Volume = {57},
+
+ Owner = {yhli},
+ Timestamp = {2014.09.15}
+}
+
+@Book{Rasmussen2005,
+ Title = {Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning)},
+ Author = {Rasmussen, C.E. and Williams, C.K.I.},
+ Publisher = {The MIT Press},
+ Year = {2005},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Rasmussen2012,
+ Title = {Model sparsity and brain pattern interpretation of classification models in neuroimaging},
+ Author = {Rasmussen, P.M. and Hansen, L.K. and Madsen, K.H. and Churchill, N.W. and Strother, S.C.},
+ Journal = {Pattern Recognition},
+ Year = {2012},
+ Number = {6},
+ Pages = {2085-2100},
+ Volume = {45},
+
+ File = {rasmussen2012model.pdf:NEURO\\rasmussen2012model.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@InCollection{Rauhut2010,
+ Title = {Compressive sensing and structured random matrices},
+ Author = {Rauhut, Holger},
+ Booktitle = {Theoretical foundations and numerical methods for sparse recovery},
+ Publisher = {de Gruyter},
+ Year = {2010},
+
+ Address = {Berlin},
+ Editor = {Fornasier, Massimo},
+ Pages = {1--92},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.10}
+}
+
+@Article{Rauhut2012,
+ Title = {Restricted isometries for partial random circulant matrices},
+ Author = {Rauhut, Holger and Romberg, Justin and Tropp, Joel A},
+ Journal = {App. Comp. Harmon. Anal.},
+ Year = {2012},
+ Number = {2},
+ Pages = {242--254},
+ Volume = {32},
+
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Ravazzi2012,
+ Title = {Distributed soft-thresholding for sparse signal recovery},
+ Author = {C. Ravazzi and S.M. Fesson and E. Magli},
+ Institution = {Department of Electronics and Telecommunications, Politecnico di Torino, Italy},
+ Year = {2012},
+ Type = {Tech. Report.},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.11}
+}
+
+@Article{Ravikumar2009,
+ Title = {Sparse additive models},
+ Author = {Ravikumar, P. and Lafferty, J. and Liu, H. and Wasserman, L.},
+ Journal = {J. Royal Stat. Soc.: Series B (Statistical Methodology)},
+ Year = {2009},
+ Number = {5},
+ Pages = {1009--1030},
+ Volume = {71},
+
+ File = {ravikumar2009sparse.pdf:Statistical Learning\\SPARSITY\\ravikumar2009sparse.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {John Wiley \& Sons},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Ravikumar2010,
+ Title = {High-dimensional {I}sing model selection using $\ell_1$-regularized logistic regression},
+ Author = {Ravikumar, Pradeep and Wainwright, Martin J. and Lafferty, John D.},
+ Journal = {Ann. Stats.},
+ Year = {2010},
+ Number = {3},
+ Pages = {1287--1319},
+ Volume = {38},
+
+ Owner = {yhli},
+ Timestamp = {2014.05.20}
+}
+
+@Article{Ravikumar2011,
+ Title = {High-dimensional covariance estimation by minimizing $\ell_1$-penalized log-determinant divergence},
+ Author = {Ravikumar, Pradeep and Wainwright, Martin J. and Raskutti, Garvesh and Yu, Bin},
+ Journal = {Elec. J. Stats.},
+ Year = {2011},
+ Pages = {935--980},
+ Volume = {5},
+
+ Owner = {yhli},
+ Timestamp = {2014.05.19}
+}
+
+@Article{Rawlings2012,
+ Title = {{O}ptimization-based {S}tate {E}stimation: {C}urrent {S}tatus and {S}ome {N}ew {R}esults},
+ Author = {J.B. Rawlings and L. Ji},
+ Journal = {J. Proc. Control},
+ Year = {2012},
+ Number = {8},
+ Pages = {1439 - 1444},
+ Volume = {22},
+
+ Doi = {10.1016/j.jprocont.2012.03.001},
+ File = {Rawlings2012.pdf:Rawlings2012.pdf:PDF},
+ ISSN = {0959-1524},
+ Keywords = {Moving horizon estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0959152412000662}
+}
+
+@InProceedings{Rawlings1994,
+ Title = {{N}onlinear model predictive control: {A} tutorial and survey},
+ Author = {Rawlings, J.B. and Meadows, E.S. and Muske, K.R.},
+ Booktitle = {Proc. Int. Symp. Adv. Control of Chemical Processes, ADCHEM},
+ Year = {1994},
+
+ Address = {Kyoto, Japan},
+
+ Keywords = {optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ray1972,
+ Title = {{O}n the {M}athematical {M}odelling of {P}olymerization {R}eactors},
+ Author = {Ray, W.H.},
+ Journal = {J. Macromol. Sci.-Revs. Macromol. Chem.},
+ Year = {1972},
+ Pages = { 1-56},
+ Volume = {C8},
+
+ Keywords = {chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ray1971,
+ Title = {{M}olecular {W}eight {D}istributions in {C}opolymer {S}ystems - {II}. {F}ree-{R}adical {P}olymerization},
+ Author = { Ray, W.H. and T.L. Douglas and E.W. Godsalve},
+ Journal = {Mach. Learn.},
+ Year = {1971},
+ Pages = {166--174},
+ Volume = {4},
+
+ Keywords = {chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Raydan1997,
+ Title = {The Barzilai and Borwein Gradient Method for the Large Scale Unconstrained Minimization Problem},
+ Author = {Raydan, M.},
+ Journal = {SIAM J. Opt.},
+ Year = {1997},
+ Number = {1},
+ Pages = {26-33},
+ Volume = {7},
+
+ Doi = {10.1137/S1052623494266365},
+ Eprint = {http://epubs.siam.org/doi/pdf/10.1137/S1052623494266365},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://epubs.siam.org/doi/abs/10.1137/S1052623494266365}
+}
+
+@Article{Raydan1993,
+ Title = {On the Barzilai and Borwein choice of steplength for the gradient method},
+ Author = {Raydan, Marcos},
+ Journal = {IMA J. Numer. Anal.},
+ Year = {1993},
+ Number = {3},
+ Pages = {321--326},
+ Volume = {13},
+
+ File = {:raydan1990barzilai.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Oxford University Press},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Recht2011,
+ Title = {A simpler approach to matrix completion},
+ Author = {Recht, Benjamin},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2011},
+ Pages = {3413--3430},
+ Volume = {12},
+
+ File = {recht2011simpler.pdf:recht2011simpler.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Recht2010a,
+ Title = {Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization},
+ Author = {Recht, Benjamin and Fazel, Maryam and Parrilo, Pablo A},
+ Journal = {SIAM Rev.},
+ Year = {2010},
+ Number = {3},
+ Pages = {471--501},
+ Volume = {52},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Reeves2013,
+ Title = {Approximate sparsity pattern recovery: Information-theoretic lower bounds},
+ Author = {Reeves, Galen and Gastpar, Michael C.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2013},
+
+ Month = jun,
+ Number = {6},
+ Pages = {3451--3465},
+ Volume = {59},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.20}
+}
+
+@Article{Rei2009,
+ Title = {{A}ccelerating {B}enders decomposition by local branching},
+ Author = {W. Rei and J.F. Cordeau and M. Gendreau and P. Soriano},
+ Journal = {INFORMS J. Computing},
+ Year = {2009},
+ Number = {2},
+ Pages = {333--345},
+ Volume = {21},
+
+ File = {:Papers/Rei2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Book{Reid1972,
+ Title = {{F}ortran subroutines for the solution of sparse systems of nonlinear equations},
+ Author = {Reid, J.K.},
+ Publisher = {Harwell Laboratory},
+ Year = {1972},
+
+ Address = {Harwell},
+ Series = {Harwell Report },
+ Volume = {R. 7293},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Reid1993,
+ Title = {{MA48}, {A} {F}ortran {C}ode for {D}irect {S}olution of {S}parse {U}nsymmetric {L}inear {S}ystems of {E}quations},
+ Author = {J.K. Reid and I.S. Duff},
+ Institution = {Rutherford Appleton Laboratory},
+ Year = {1993},
+ Number = {RAL 93 072},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Rejchel2012,
+ Title = {On ranking and generalization bounds},
+ Author = {Rejchel, Wojciech},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2012},
+ Pages = {1373--1392},
+ Volume = {13},
+
+ Owner = {yhli},
+ Timestamp = {2014.03.13}
+}
+
+@Book{Renegar2001a,
+ Title = {A mathematical view of interior-point methods in convex optimization},
+ Author = {J. Renegar},
+ Editor = {MPS/SIAM Series on Optimization},
+ Publisher = {SIAM},
+ Year = {2001},
+ Volume = {2},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.30}
+}
+
+@Article{Rennie2005,
+ Title = {Fast Maximum Margin Matrix Factorization for Collaborative Prediction},
+ Author = {J.D.M. Rennie and N. Srebro},
+ Journal = {Proc. Int. Conf. Mach. Learn.},
+ Year = {2005},
+
+ File = {:Papers/Rennie2005.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.11}
+}
+
+@Article{Rhea2011,
+ Title = {The case of equality in the Von Neumann trace inequality},
+ Author = {Rhea, Darren},
+ Journal = {preprint},
+ Year = {2011},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Richardson2008,
+ Title = {Modern Coding Theory},
+ Author = {Tom Richardson and R\"udiger Urbanke},
+ Publisher = {Cambridge University Press},
+ Year = {2008},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.29}
+}
+
+@Article{Richtarik2012a,
+ Title = {Parallel coordinate descent methods for big data optimization},
+ Author = {Richt{\'a}rik, Peter and Tak{\'a}{\v{c}}, Martin},
+ Journal = {arXiv preprint arXiv:1212.0873},
+ Year = {2012},
+
+ File = {richtarik2012parallel.pdf:richtarik2012parallel.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Richtarik2012,
+ Title = {Iteration complexity of randomized block-coordinate descent methods for minimizing a composite function},
+ Author = {P. Richt\'{a}rik and M. Tak\'{a}\v{c}},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {1-38},
+ Volume = {144},
+
+ Doi = {10.1007/s10107-012-0614-z},
+ File = {:Papers/Richtarik2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@InProceedings{Richter2011,
+ Title = {Towards computational complexity certification for constrained MPC based on Lagrange Relaxation and the fast gradient method},
+ Author = {Richter, S. and Morari, M. and Jones, C.N.},
+ Booktitle = {Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on},
+ Year = {2011},
+ Month = {dec.},
+ Pages = {5223 -5229},
+
+ Doi = {10.1109/CDC.2011.6160931},
+ ISSN = {0743-1546},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ridder2011,
+ Title = {An optimal control algorithm for borehole thermal energy storage systems},
+ Author = {Fjo De Ridder and Moritz Diehl and Grietus Mulder and Johan Desmedt and Johan Van Bael},
+ Journal = {Energy and Buildings},
+ Year = {2011},
+ Number = {10},
+ Pages = {2918 - 2925},
+ Volume = {43},
+
+ Doi = {10.1016/j.enbuild.2011.07.015},
+ File = {DeRidder2011.pdf:DeRidder2011.pdf:PDF},
+ ISSN = {0378-7788},
+ Keywords = {Underground heat storage},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0378778811003203}
+}
+
+@MastersThesis{Riede2001,
+ Title = {{E}ntwicklung eines parallelen {PRSQP}-{V}erfahrens zur {L}\"osung von {M}ultiple-{S}etpoint-{O}ptimierungsproblemen},
+ Author = {P. Riede},
+ School = {Universit\"at Heidelberg},
+ Year = {2001},
+ Note = {Download at: http://www.rzuser.uni-heidelberg.de/ jx7/diplom.ps},
+
+ File = {Riede2001.pdf:Riede2001.pdf:PDF},
+ Keywords = {agbock SQP multiple setpoint},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Rifkin2002,
+ Title = {Everything Old Is New Again: A Fresh Look at Historical Approaches to Machine Learning},
+ Author = {Rifkin, R.M.},
+ School = {Massachusetts Institute of Technology},
+ Year = {2002},
+
+ File = {rifkin02everything.pdf:Statistical Learning/rifkin02everything.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2009.11.09}
+}
+
+@Article{Rifkin2004,
+ Title = {In Defense of One-Vs-All Classification},
+ Author = {Rifkin, R. and Klautau, A.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2004},
+ Pages = {101--141},
+ Volume = {5},
+
+ Address = {Cambridge, MA, USA},
+ File = {Rifkin04DefenseOVAClass.pdf:Statistical Learning/Multiclass/Rifkin04DefenseOVAClass.pdf:PDF},
+ ISSN = {1533-7928},
+ Owner = {jmscarlett},
+ Publisher = {MIT Press},
+ Timestamp = {2014.11.25}
+}
+
+@InBook{Rifkin2003,
+ Title = {Advances in Learning Theory: Methods, Models and Applications},
+ Author = {Rifkin, Ryan and Yeo, Gene and Poggio, Tomaso},
+ Chapter = {Regularized Least-Squares Classification},
+ Editor = {Suykens and Horvath and Basu and Micchelli and Vandewalle},
+ Publisher = {IOS Press, Amsterdam},
+ Year = {2003},
+
+ File = {RifkinYeoPoggio_RLSC.pdf:Statistical Learning/RifkinYeoPoggio_RLSC.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.13}
+}
+
+@TechReport{Rifkin2007,
+ Title = {Notes on Regularized Least Squares},
+ Author = {Rifkin, Ryan M. and Lippert, Ross A.},
+ Institution = {MIT Dspace [http://dspace.mit.edu/dspace-oai/request] (United States)},
+ Year = {2007},
+
+ Abstract = {This is a collection of information about regularized least squares (RLS). The facts here are not “new results”, but we have not seen them usefully collected together before. A key goal of this work is to demonstrate that with RLS, we get certain things “for free”: if we can solve a single supervised RLS problem, we can search for a good regularization parameter lambda at essentially no additional cost.The discussion in this paper applies to “dense” regularized least squares, where we work with matrix factorizations of the data or kernel matrix. It is also possible to work with iterative methods such as conjugate gradient, and this is frequently the method of choice for large data sets in high dimensions with very few nonzero dimensions per point, such as text classifciation tasks. The results discussed here do not apply to iterative methods, which have different design tradeoffs.We present the results in greater detail than strictly necessary, erring on the side of showing our work. We hope that this will be useful to people trying to learn more about linear algebra manipulations in the machine learning context.},
+ File = {rifkin07rls.pdf:Statistical Learning/RLS/rifkin07rls.pdf:PDF},
+ Keywords = {machine learning, linear algebra},
+ Owner = {baldazen},
+ Timestamp = {2008.02.11},
+ Url = {http://hdl.handle.net/1721.1/37318}
+}
+
+@Article{Rizzolatti2004,
+ Title = {The Mirror-Neuron System},
+ Author = {Rizzolatti, G. and Craighero, L},
+ Journal = {Annual Rev. Neurosci.},
+ Year = {2004},
+ Pages = {169-192},
+ Volume = {27},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@Article{Robbins1955,
+ Title = {A remark on Stirling's formula},
+ Author = {Robbins, Herbert},
+ Journal = {American Mathematical Monthly},
+ Year = {1955},
+ Pages = {26--29},
+
+ Owner = {jmscarlett},
+ Publisher = {JSTOR},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Robbins1951,
+ Title = {A stochastic approximation method},
+ Author = {Robbins, Herbert and Monro, Sutton},
+ Journal = {Ann. Math. Stat.},
+ Year = {1951},
+ Number = {3},
+ Pages = {400--407},
+ Volume = {22},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.07}
+}
+
+@PhdThesis{Robertson1996,
+ Title = {{D}evelopment and {S}tatistical {I}nterpretation of {T}ools for {N}onlinear {E}stimation},
+ Author = {D. Robertson},
+ School = {Auburn University},
+ Year = {1996},
+
+ Keywords = {parameter estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Robinson1974,
+ Title = {{P}erturbed {K}uhn-{T}ucker points and rates of convergence for a class of nonlinear programming algorithms},
+ Author = {Robinson, S.M.},
+ Journal = {Math. Prog.},
+ Year = {1974},
+ Pages = {1--16},
+ Volume = {7},
+
+ File = {Robinson1974.pdf:Robinson1974.pdf:PDF},
+ Keywords = {optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Robinson1994,
+ Title = {{N} ewton's {M}ethod for a {C}lass of {N}onsmooth {F}unctions},
+ Author = {S. M. Robinson},
+ Journal = {Set-ValuedAnalysis 2 : 291-305, 1994},
+ Year = {1994},
+ Pages = {291--305},
+ Volume = {2},
+
+ File = {Robison1994.pdf:Robison1994.pdf:PDF},
+ Keywords = {Generalized Equation, Inclusion, Newton method, nonlinear programming, optimization},
+ Owner = {qtrandin},
+ Timestamp = {2009.04.16}
+}
+
+@Article{Robinson1992,
+ Title = {{N}ormal {M}aps {I}nduced by {L}inear {T}ransformations},
+ Author = {S. M. Robinson},
+ Journal = {Math. Oper. Res.},
+ Year = {1992},
+ Pages = {691--714},
+ Volume = {17},
+
+ File = {Robison1992.pdf:Robison1992.pdf:PDF},
+ Keywords = {Generalized Equation, Inclusion, nonlinear programming, optimization},
+ Owner = {qtrandin},
+ Timestamp = {2009.04.16}
+}
+
+@Article{Robinson1980,
+ Title = {{S}trongly {R}egular {G}eneralized {E}quations},
+ Author = {S. M. Robinson},
+ Journal = {Math. Oper. Res.},
+ Year = {1980},
+ Pages = {43--62},
+ Volume = {5},
+
+ File = {Robison1980.pdf:Robison1980.pdf:PDF},
+ Keywords = {Generalized Equation, Optimization, Nonlinear Programming},
+ Owner = {qtrandin},
+ Timestamp = {2009.04.16}
+}
+
+@Article{Robinson1976,
+ Title = {{F}irst {O}rder {C}onditions for {G}eneral {N}onlinear {O}ptimization},
+ Author = {S. M. Robinson},
+ Journal = {SIAM Journal on Applied Mathematics, Vol. 30, No. 4 (Jun., 1976), pp. 597-607},
+ Year = {1976},
+ Pages = {597--607},
+ Volume = {30},
+
+ File = {Robison1976.pdf:Robison1976.pdf:PDF},
+ Keywords = {First order neccessary condition, nonlinear programming, optimization},
+ Owner = {qtrandin},
+ Timestamp = {2009.04.16}
+}
+
+@Article{Roche1988,
+ Title = {{R}osenbrock methods for differential algebraic equations},
+ Author = {Roche, M.},
+ Journal = {Numerische {M}athematik},
+ Year = {1988},
+ Pages = {46--63},
+ Volume = {52},
+
+ Keywords = {DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InBook{Rockafellar1985,
+ Title = {Convexity and Duality in Optimization},
+ Author = {R.T. Rockafellar},
+ Chapter = {{M}onotropic {P}rogramming: {A} generalization of linear programming and network programming.},
+ Editor = {J. Ponstein},
+ Pages = {10-036},
+ Publisher = {Springer-Verlag},
+ Year = {1985},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.28}
+}
+
+@Article{Rockafellar1981,
+ Title = {Proximal subgradients, marginal values and augmented Lagrangians in nonconvex optimization},
+ Author = {R.T. Rockafellar},
+ Journal = {Math. Oper. Res.},
+ Year = {1981},
+ Number = {3},
+ Pages = {424--436},
+ Volume = {6},
+
+ File = {:Papers/Rockafellar1981.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Book{Rockafellar1997,
+ Title = {{V}ariational {A}nalysis},
+ Author = {R.T. Rockafellar and R. J-B. Wets},
+ Editor = {New York},
+ Publisher = {Springer-Verlag},
+ Year = {1997},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Book{Rockafellar2009,
+ Title = {Variational analysis},
+ Author = {Rockafellar, R.T. and Wets, R. J-B},
+ Publisher = {Springer-Verlag},
+ Year = {2009},
+
+ Address = {Berlin},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Rockafellar1976,
+ Title = {Monotone operators and the proximal point algorithm},
+ Author = {Rockafellar, R. Tyrrell},
+ Journal = {SIAM J. Control Opt.},
+ Year = {1976},
+ Number = {5},
+ Pages = {877--898},
+ Volume = {14},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Book{Rockafellar1970,
+ Title = {Convex Analysis},
+ Author = {Rockafellar, R. Tyrrell},
+ Publisher = {Princeton Univ. Press},
+ Year = {1970},
+
+ Address = {Princeton, NJ},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.19}
+}
+
+@Article{Rockafellar1970b,
+ Title = {On the maximality of sums of nonlinear monotone operators},
+ Author = {Rockafellar, R. T.},
+ Journal = {Trans. Amer. Math. Soc.},
+ Year = {1970},
+
+ Month = may,
+ Pages = {75--88},
+ Volume = {149},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.19}
+}
+
+@Article{Rockafellar1970c,
+ Title = {On the maximal monotonicity of subdifferential mappings},
+ Author = {Rockafellar, R. T.},
+ Journal = {Pac. J. Math.},
+ Year = {1970},
+ Number = {1},
+ Pages = {209--216},
+ Volume = {33},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.16}
+}
+
+@Article{Rockafellar1966,
+ Title = {Extension of {F}enchel's duality theorem for convex functions},
+ Author = {Rockafellar, R. T.},
+ Journal = {Duke Math. J.},
+ Year = {1966},
+ Number = {1},
+ Pages = {81--89},
+ Volume = {33},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.12}
+}
+
+@Article{Rockafellar1991,
+ Title = {Scenarios and Policy Aggregation in Optimization under Uncertainty},
+ Author = {Rockafellar, R. T. and Wets, Roger J.-B.},
+ Journal = {Math. Oper. Res.},
+ Year = {1991},
+ Number = {1},
+ Pages = {pp. 119-147},
+ Volume = {16},
+
+ Copyright = {Copyright 1991 INFORMS},
+ ISSN = {0364765X},
+ Jstor_articletype = {research-article},
+ Jstor_formatteddate = {Feb., 1991},
+ Language = {English},
+ Owner = {quoctd},
+ Publisher = {INFORMS},
+ Timestamp = {2013.08.23},
+ Url = {http://www.jstor.org/stable/3689852}
+}
+
+@Article{RodriguezFernandez2006,
+ Title = {A hybrid approach for efficient and robust parameter estimation in biochemical pathways},
+ Author = {Rodriguez-Fernandez, M. and Mendes, P. and Banga, J.R.},
+ Journal = {Biosystems},
+ Year = {2006},
+ Number = {2--3},
+ Pages = {248--265},
+ Volume = {83},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Rohn2000,
+ Title = {Computing the norm $\left\Vert A \right\Vert_{\infty, 1}$ is {NP}-hard},
+ Author = {Rohn, Ji\v{r}\'{i}},
+ Journal = {Lin. Multilin. Alg.},
+ Year = {2000},
+ Pages = {195--204},
+ Volume = {47},
+
+ Owner = {yhli},
+ Timestamp = {2014.10.09}
+}
+
+@Article{Roider2007,
+ Title = {Predicting transcription factor affinities to DNA from a biophysical model.},
+ Author = {Helge G Roider and Aditi Kanhere and Thomas Manke and Martin Vingron},
+ Journal = {Bioinformatics},
+ Year = {2007},
+
+ Month = {Jan},
+ Number = {2},
+ Pages = {134--141},
+ Volume = {23},
+
+ Abstract = {MOTIVATION: Theoretical efforts to understand the regulation of gene expression are traditionally centered around the identification of transcription factor binding sites at specific DNA positions. More recently these efforts have been supplemented by experimental data for relative binding affinities of proteins to longer intergenic sequences. The question arises to what extent these two approaches converge. In this paper, we adopt a physical binding model to predict the relative binding affinity of a transcription factor for a given sequence. RESULTS: We find that a significant fraction of genome-wide binding data in yeast can be accounted for by simple count matrices and a physical model with only two parameters. We demonstrate that our approach is both conceptually and practically more powerful than traditional methods, which require selection of a cutoff. Our analysis yields biologically meaningful parameters, suitable for predicting relative binding affinities in the absence of experimental binding data. AVAILABILITY: The C source code for our TRAP program is freely available for non-commercial use at http://www.molgen.mpg.de/~manke/papers/TFaffinities/},
+ Doi = {10.1093/bioinformatics/btl565},
+ File = {BIO\\Roider07PredictingTranscription.pdf:BIO\\Roider07PredictingTranscription.pdf:PDF},
+ Owner = {BaldaZen},
+ Pii = {btl565},
+ Pmid = {17098775},
+ Timestamp = {2007.02.07},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btl565}
+}
+
+@InProceedings{Rolfs2012,
+ Title = {Iterative Thresholding Algorithm for Sparse Inverse Covariance Estimation},
+ Author = {Rolfs, B. and Rajaratnam, B. and Guillot, D. and Wong, I. and Maleki, A.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2012},
+ Pages = {1583--1591},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Romanenko2004,
+ Title = {{T}he unscented filter as an alternative to the {EKF} for nonlinear state estimation: a simulation case study},
+ Author = {A. Romanenko and J.A.A.M. Castro},
+ Journal = {Comp. Chem. Eng.},
+ Year = {2004},
+ Pages = {347--355},
+
+ Keywords = {NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Romberg2009,
+ Title = {Compressive sensing by random convolution},
+ Author = {Romberg, Justin},
+ Journal = {SIAM Journal on Imaging Sciences},
+ Year = {2009},
+ Number = {4},
+ Pages = {1098--1128},
+ Volume = {2},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Ronen2002,
+ Title = {Assigning numbers to the arrows: parameterizing a gene regulation network by using accurate expression kinetics.},
+ Author = {Michal Ronen and Revital Rosenberg and Boris I Shraiman and Uri Alon},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2002},
+
+ Month = {Aug},
+ Number = {16},
+ Pages = {10555--10560},
+ Volume = {99},
+
+ Abstract = {A basic challenge in systems biology is to understand the dynamical behavior of gene regulation networks. Current approaches aim at determining the network structure based on genomic-scale data. However, the network connectivity alone is not sufficient to define its dynamics; one needs to also specify the kinetic parameters for the regulation reactions. Here, we ask whether effective kinetic parameters can be assigned to a transcriptional network based on expression data. We present a combined experimental and theoretical approach based on accurate high temporal-resolution measurement of promoter activities from living cells by using green fluorescent protein (GFP) reporter plasmids. We present algorithms that use these data to assign effective kinetic parameters within a mathematical model of the network. To demonstrate this, we employ a well defined network, the SOS DNA repair system of Escherichia coli. We find a strikingly detailed temporal program of expression that correlates with the functional role of the SOS genes and is driven by a hierarchy of effective kinetic parameter strengths for the various promoters. The calculated parameters can be used to determine the kinetics of all SOS genes given the expression profile of just one representative, allowing a significant reduction in complexity. The concentration profile of the master SOS transcriptional repressor can be calculated, demonstrating that relative protein levels may be determined from purely transcriptional data. This finding opens the possibility of assigning kinetic parameters to transcriptional networks on a genomic scale.},
+ Doi = {10.1073/pnas.152046799},
+ File = {:BIO/ronen02genetwork.pdf:PDF},
+ Institution = {Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot 76100, Israel.},
+ Keywords = {Algorithms; Bacterial Proteins, genetics/metabolism; Escherichia coli, genetics; Gene Expression Regulation, Bacterial; Genes, Reporter; Kinetics; Operon; Promoter Regions, Genetic; SOS Response (Genetics); Serine Endopeptidases, genetics/metabolism; Transcription, Genetic},
+ Owner = {baldassarre},
+ Pii = {152046799},
+ Pmid = {12145321},
+ Timestamp = {2009.05.11},
+ Url = {http://dx.doi.org/10.1073/pnas.152046799}
+}
+
+@Book{Roos2006,
+ Title = {Interior Point Methods for Linear Optimization},
+ Author = {Roos, C. and Terlaky, T. and Vial, J.-Ph.},
+ Publisher = {Springer Science},
+ Year = {2006},
+
+ Address = {Heidelberg/Boston},
+ Note = {(Note: This book is a significantly revised new edition of Interior Point Approach to Linear Optimization: Theory and Algorithms)},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.28}
+}
+
+@Article{Rosasco2004,
+ Title = {Are Loss Functions All the Same?},
+ Author = {L. Rosasco and A. Caponnetto and E. De Vito and M. Piana and A. Verri},
+ Journal = {Neural Comp.},
+ Year = {2004},
+ Pages = {1063-1076},
+ Volume = {16},
+
+ File = {:Statistical Learning/Rosasco04Loss.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@TechReport{Rosasco2005,
+ Title = {Spectral methods for regularization in learning theory},
+ Author = {Rosasco, L. and De Vito, E. and Verri, A.},
+ Institution = {DISI, Universit{\'a} degli Studi di Genova, Italy.},
+ Year = {2005},
+
+ File = {rosasco2005spectral.pdf:Statistical Learning/rosasco2005spectral.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.02.04}
+}
+
+@InProceedings{Rosasco2010,
+ Title = {A Regularization Approach to Nonlinear Variable Selection},
+ Author = {Rosasco, Lorenzo and Santoro, Matteo and Mosci, Sofia and Verri, Alessandro and Villa, Silvia},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2010},
+ Volume = {13},
+
+ File = {rosasco2010regularization.pdf:Statistical Learning/Multitask/rosasco2010regularization.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Rosen1988,
+ Title = {Moments for the inverted {W}ishart distribution},
+ Author = {von Rosen, Dietrich},
+ Journal = {Scand. J. Stat.},
+ Year = {1988},
+ Pages = {97--109},
+ Volume = {15},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Article{Rosen1991,
+ Title = {{E}valuation of gradients for piecewise constant optimal control},
+ Author = {Rosen, O. and R. Luus},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1991},
+ Pages = {273--281},
+ Volume = {15},
+
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Rosipal2002,
+ Title = {Kernel partial least squares regression in reproducing kernel hilbert space},
+ Author = {Roman Rosipal and Leonard J. Trejo},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2002},
+ Pages = {97--123},
+ Volume = {2},
+
+ Address = {Cambridge, MA, USA},
+ File = {rosipal01kernelpls.pdf:Statistical Learning/Vector-valued/rosipal01kernelpls.pdf:PDF},
+ ISSN = {1533-7928},
+ Owner = {baldazen},
+ Publisher = {MIT Press},
+ Timestamp = {2008.06.18}
+}
+
+@Article{Ross2008,
+ Title = {Incremental Learning for Robust Visual Tracking},
+ Author = {Ross, David and Lim, Jongwoo and Lin, Ruei-Sung and Yang, Ming-Hsuan},
+ Journal = {Int. J. Comp. Vision},
+ Year = {2008},
+
+ Month = {May},
+ Number = {1},
+ Pages = {125--141},
+ Volume = {77},
+
+ Abstract = {Abstract\ \ Visual tracking, in essence, deals with non-stationary image streams that change over time. While most existing algorithms are able to track objects well in controlled environments, they usually fail in the presence of significant variation of the object’s appearance or surrounding illumination. One reason for such failures is that many algorithms employ fixed appearance models of the target. Such models are trained using only appearance data available before tracking begins, which in practice limits the range of appearances that are modeled, and ignores the large volume of information (such as shape changes or specific lighting conditions) that becomes available during tracking. In this paper, we present a tracking method that incrementally learns a low-dimensional subspace representation, efficiently adapting online to changes in the appearance of the target. The model update, based on incremental algorithms for principal component analysis, includes two important features: a method for correctly updating the sample mean, and a forgetting factor to ensure less modeling power is expended fitting older observations. Both of these features contribute measurably to improving overall tracking performance. Numerous experiments demonstrate the effectiveness of the proposed tracking algorithm in indoor and outdoor environments where the target objects undergo large changes in pose, scale, and illumination.},
+ Citeulike-article-id = {2458742},
+ Doi = {10.1007/s11263-007-0075-7},
+ File = {ross08incremental.pdf:VC/ross08incremental.pdf:PDF},
+ Keywords = {filter, learning, online, particle, pca, tracking},
+ Owner = {baldazen},
+ Priority = {2},
+ Timestamp = {2008.03.11},
+ Url = {http://dx.doi.org/10.1007\%2Fs11263-007-0075-7}
+}
+
+@Article{Ross1999,
+ Title = {{O}ptimal {D}esign and {C}ontrol of an {I}ndustrial {D}istillation {S}ystem},
+ Author = {Ross, R. and Bansal, V. and Perkins, J.D. and Pistikopoulos, E.N. and van Schijndel, J.M.G. and Koot, G.L.M.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1999},
+ Pages = {S875--S878},
+ Volume = {23(SS)},
+
+ Keywords = {optimal control chemistry MIOC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Rosset2007,
+ Title = {Piecewise linear regularized solution paths},
+ Author = {Rosset, Saharon and Zhu, Ji},
+ Journal = {Ann. Stats.},
+ Year = {2007},
+ Number = {3},
+ Pages = {1012--1030},
+ Volume = {35},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.16}
+}
+
+@Misc{Rossum2001,
+ Title = {{P}ython {R}eference {M}anual, {P}ython{L}abs, {Virginia}, {USA}},
+
+ Author = {van Rossum, G. and Drake, F.L.},
+ Year = {2001},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{RothJan.2004,
+ Title = {The generalized LASSO},
+ Author = {Roth, V.},
+ Journal = {IEEE Trans. Neur. Nets.},
+ Year = {Jan. 2004},
+ Number = {1},
+ Pages = { 16-28},
+ Volume = {15},
+
+ Doi = {10.1109/TNN.2003.809398},
+ File = {roth04lasso.pdf:Statistical Learning/Feature Selection/roth04lasso.pdf:PDF},
+ ISSN = {1045-9227},
+ Keywords = { functional equations, least squares approximations, probability, regression analysis, support vector machines Mercer kernels, generalized LASSO regression, guaranteed global convergence, iteratively reweighted least-squares problems, kernel regression techniques, learning sets, probabilistic interpretation, regression functionals, robust loss functions, support vector machine method, training set},
+ Owner = {baldazen},
+ Timestamp = {2008.05.20}
+}
+
+@TechReport{Roth2002,
+ Title = {The Generalized LASSO: a wrapper approach to gene selection for microarray data},
+ Author = {Volker Roth},
+ Institution = {Proceedings 14th International Conference on Automated Deduction (CADE-14), 252--255},
+ Year = {2002},
+
+ File = {roth2002generalized.pdf:roth2002generalized.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Rothman2008,
+ Title = {Sparse permutation invariant covariance estimation},
+ Author = {Rothman, Adam J. and Bickel, Peter J. and Levina, Elizaveta and Zhu, Ji},
+ Journal = {Elec. J. Stats.},
+ Year = {2008},
+ Pages = {494--515},
+ Volume = {2},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.10}
+}
+
+@Article{Rothman2009,
+ Title = {Generalized thresholding of large covariance matrices},
+ Author = {A. J. Rothman and E. Levina and J. Zhu},
+ Journal = {J. Amer. Math. Assoc.},
+ Year = {2009},
+ Pages = {177--186},
+ Volume = {104},
+
+ File = {:Papers/Rothman2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.23}
+}
+
+@Article{Roweis2000,
+ Title = {Nonlinear dimensionality reduction by locally linear embedding.},
+ Author = {S. T. Roweis and L. K. Saul},
+ Journal = {Science},
+ Year = {2000},
+
+ Month = {Dec},
+ Number = {5500},
+ Pages = {2323--2326},
+ Volume = {290},
+
+ Abstract = {Many areas of science depend on exploratory data analysis and visualization. The need to analyze large amounts of multivariate data raises the fundamental problem of dimensionality reduction: how to discover compact representations of high-dimensional data. Here, we introduce locally linear embedding (LLE), an unsupervised learning algorithm that computes low-dimensional, neighborhood-preserving embeddings of high-dimensional inputs. Unlike clustering methods for local dimensionality reduction, LLE maps its inputs into a single global coordinate system of lower dimensionality, and its optimizations do not involve local minima. By exploiting the local symmetries of linear reconstructions, LLE is able to learn the global structure of nonlinear manifolds, such as those generated by images of faces or documents of text.},
+ Doi = {10.1126/science.290.5500.2323},
+ File = {Statistical Learning\\Roweis00NonlinearReduction.pdf:Statistical Learning\\Roweis00NonlinearReduction.pdf:PDF},
+ Keywords = {Algorithms; Artificial Intelligence; Face; Humans; Mathematics; Pattern Recognition, Visual},
+ Owner = {BaldaZen},
+ Pii = {290/5500/2323},
+ Pmid = {11125150},
+ Timestamp = {2007.01.29},
+ Url = {http://dx.doi.org/10.1126/science.290.5500.2323}
+}
+
+@Article{Rubinstein2010,
+ Title = {Dictionaries for sparse representation modeling},
+ Author = {Rubinstein, Ron and Bruckstein, Alfred M and Elad, Michael},
+ Journal = {Proc. IEEE},
+ Year = {2010},
+ Number = {6},
+ Pages = {1045--1057},
+ Volume = {98},
+
+ File = {rubinstein2010dictionaries.pdf:rubinstein2010dictionaries.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Rudelson2008,
+ Title = {On sparse reconstruction from {F}ourier and {G}aussian measurements},
+ Author = {Rudelson, Mark and Vershynin, Roman},
+ Journal = {Commun. Pure Appl. Math.},
+ Year = {2008},
+ Pages = {1025--1045},
+ Volume = {LXI},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Rudin1992,
+ Title = {Nonlinear total variation based noise removal algorithms},
+ Author = {Rudin, L.I. and Osher, S. and Fatemi, E.},
+ Journal = {Phys. D: Nonlinear Phenomena},
+ Year = {1992},
+ Number = {1-4},
+ Pages = {259--268},
+ Volume = {60},
+
+ File = {rudin1992nonlinear.pdf:Statistical Learning\\SPARSITY\\rudin1992nonlinear.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Ruszczynski1995,
+ Title = {On convergence of an augmented Lagrangian decomposition method for sparse convex optimization},
+ Author = {A. Ruszczy\'nski},
+ Journal = {Math. Oper. Res.},
+ Year = {1995},
+ Pages = {634--656},
+ Volume = {20},
+
+ File = {:Papers/Ruszczynski1995.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Book{Ruszczynski2003,
+ Title = {{S}tochastic {P}rogramming, {H}andbook in {O}perations {R}esearch and {M}anagement {S}cience},
+ Author = {Ruszczynski, A. and Shapiro, A.},
+ Publisher = {Elsevier},
+ Year = {2003},
+
+ Address = {Amsterdam},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@Book{Saad2003,
+ Title = {Iterative Methods for Sparse Linear Systems},
+ Author = {Saad, Y.},
+ Publisher = {Society for Industrial and Applied Mathematics},
+ Year = {2003},
+
+ Address = {Philadelphia, PA, USA},
+ Edition = {2nd},
+
+ ISBN = {0898715342},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@Article{Sabatti2006,
+ Title = {Bayesian sparse hidden components analysis for transcription regulation networks.},
+ Author = {Chiara Sabatti and Gareth M James},
+ Journal = {Bioinformatics},
+ Year = {2006},
+
+ Month = {Mar},
+ Number = {6},
+ Pages = {739--746},
+ Volume = {22},
+
+ Abstract = {MOTIVATION: In systems like Escherichia Coli, the abundance of sequence information, gene expression array studies and small scale experiments allows one to reconstruct the regulatory network and to quantify the effects of transcription factors on gene expression. However, this goal can only be achieved if all information sources are used in concert. RESULTS: Our method integrates literature information, DNA sequences and expression arrays. A set of relevant transcription factors is defined on the basis of literature. Sequence data are used to identify potential target genes and the results are used to define a prior distribution on the topology of the regulatory network. A Bayesian hidden component model for the expression array data allows us to identify which of the potential binding sites are actually used by the regulatory proteins in the studied cell conditions, the strength of their control, and their activation profile in a series of experiments. We apply our methodology to 35 expression studies in E.Coli with convincing results. AVAILABILITY: www.genetics.ucla.edu/labs/sabatti/software.html SUPPLEMENTARY INFORMATION: The supplementary material are available at Bioinformatics online.},
+ Comment = {There's also Supplementary Material},
+ Doi = {10.1093/bioinformatics/btk017},
+ File = {Sabatti06.pdf:BIO/Sabatti06.pdf:PDF},
+ Keywords = {Algorithms; Animals; Bayes Theorem; Computer Simulation; Escherichia coli; Escherichia coli Proteins; Gene Expression Profiling; Gene Expression Regulation; Humans; Models, Biological; Oligonucleotide Array Sequence Analysis; Signal Transduction; Transcription Factors},
+ Owner = {luca},
+ Pii = {btk017},
+ Pmid = {16368767},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btk017}
+}
+
+@Article{Sabatti2002,
+ Title = {Genomewide motif identification using a dictionary model},
+ Author = {Sabatti, C. and Lange, K.},
+ Journal = {Proc. IEEE},
+ Year = {2002},
+
+ Month = {Nov.},
+ Number = {11},
+ Pages = {1803--1810},
+ Volume = {90},
+
+ Doi = {10.1109/JPROC.2002.804689},
+ File = {BIO\\SabattiLange02Dictionary.pdf:BIO\\SabattiLange02Dictionary.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2007.02.07}
+}
+
+@Book{Sachs2002,
+ Title = {{A}ngewandte {S}tatistik},
+ Author = {L. Sachs},
+ Publisher = {Springer},
+ Year = {2002},
+
+ Address = {Heidelberg},
+ Edition = {10},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Sagastizabal2012,
+ Title = {Composite proximal bundle method},
+ Author = {C. Sagastiz\'{a}bal},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {1--45},
+ Volume = {xx},
+
+ File = {:Papers/Sagastizabal2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.27}
+}
+
+@Article{Sagastizabal2005,
+ Title = {An infeasible bundle method for nonsmooth convex constrained optimization without a penalty function or a filter},
+ Author = {C. Sagastizabal and M. Solodov},
+ Journal = {SIAM J. Opt.},
+ Year = {2005},
+ Pages = {146--169},
+ Volume = {16},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Article{Sager2007a,
+ Title = {{E}xploiting system homogeneities in large scale optimal control problems for speedup of multiple shooting based {SQP} methods},
+ Author = {Sager, S. and Brandt-Pollmann, U. and Diehl, M. and Lebiedz, D. and Bock, H.G.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {2007},
+ Pages = {1181--1186},
+ Volume = {31},
+
+ Doi = {10.1016/j.compchemeng.2006.08.013},
+ File = {Sager2007a.pdf:Sager2007a.pdf:PDF},
+ Keywords = {agbock optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0098135406002353}
+}
+
+@Article{Sahinidis1991,
+ Title = {Convergence properties of generalized bendersdecomposition},
+ Author = {N.V. Sahinidis and I.E. Grossmann},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1991},
+ Number = {7},
+ Pages = {481--491},
+ Volume = {15},
+
+ File = {:Papers/Sahinidis1991.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Book{Salas1990,
+ Title = {{C}alculus},
+ Author = {S.L. Salas and E. Hille},
+ Publisher = {Spektrum},
+ Year = {1990},
+
+ Address = {Heidelberg},
+ Note = {Viele Erl\"auterungen, sehr ausf\"uhrliche Beispiele.},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Salim2006,
+ Title = {Reconstruction of Gene Regulatory Networks from Temporal Microarray Data Using Pattern Recognition Techniques},
+ Author = {Salim, A. and Valafar, F.},
+ Year = {2006},
+ Month = {0-0 },
+ Pages = {2281-2286},
+
+ Doi = {10.1109/IJCNN.2006.247026},
+ File = {:BIO/Gene Networks/salim06genetwork.pdf:PDF},
+ Journal = {Int. Joint Conf. Neur. Nets.},
+ Keywords = {biology computing, data mining, estimation theory, genetics, neural nets, pattern recognitionartificial neural networks, biological processes, data mining, dimensionality reduction, drug targets, gene expression, gene regulatory networks reconstruction, order estimation criteria, pattern recognition, temporal microarray data},
+ Owner = {baldassarre},
+ Timestamp = {2009.05.12}
+}
+
+@Article{Salzo2013,
+ Title = {Convergence analysis of a proximal {G}auss-{N}ewton method},
+ Author = {S. Salzo and S. Villa},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2013},
+ Pages = {1--33},
+ Volume = {xx},
+
+ File = {:Papers/Salzo2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@InProceedings{Samar2007,
+ Title = {Distributed Estimation via Dual Decomposition},
+ Author = {S. Samar and S. Boyd and D. Gorinevsky},
+ Booktitle = {Proc. European Control Conf. (ECC)},
+ Year = {2007},
+
+ Address = {Kos, Greece},
+ Pages = {1511--1516},
+
+ File = {:Papers/Samar2007.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Sanguinetti2006,
+ Title = {Probabilistic inference of transcription factor concentrations and gene-specific regulatory activities.},
+ Author = {Guido Sanguinetti and Neil D Lawrence and Magnus Rattray},
+ Journal = {Bioinformatics},
+ Year = {2006},
+
+ Month = {Nov},
+ Number = {22},
+ Pages = {2775--2781},
+ Volume = {22},
+
+ Abstract = {MOTIVATION: Quantitative estimation of the regulatory relationship between transcription factors and genes is a fundamental stepping stone when trying to develop models of cellular processes. Recent experimental high-throughput techniques, such as Chromatin Immunoprecipitation (ChIP) provide important information about the architecture of the regulatory networks in the cell. However, it is very difficult to measure the concentration levels of transcription factor proteins and determine their regulatory effect on gene transcription. It is therefore an important computational challenge to infer these quantities using gene expression data and network architecture data. RESULTS: We develop a probabilistic state space model that allows genome-wide inference of both transcription factor protein concentrations and their effect on the transcription rates of each target gene from microarray data. We use variational inference techniques to learn the model parameters and perform posterior inference of protein concentrations and regulatory strengths. The probabilistic nature of the model also means that we can associate credibility intervals to our estimates, as well as providing a tool to detect which binding events lead to significant regulation. We demonstrate our model on artificial data and on two yeast datasets in which the network structure has previously been obtained using ChIP data. Predictions from our model are consistent with the underlying biology and offer novel quantitative insights into the regulatory structure of the yeast cell. AVAILABILITY: MATLAB code is available from http://umber.sbs.man.ac.uk/resources/puma},
+ Doi = {10.1093/bioinformatics/btl473},
+ File = {chipVarBioinfoRev.pdf:BIO/chipVarBioinfoRev.pdf:PDF},
+ Keywords = {Algorithms; Chromatin Immunoprecipitation; Computational Biology; Gene Expression Profiling; Gene Expression Regulation; Gene Expression Regulation, Fungal; Genes, Fungal; Internet; Models, Statistical; Oligonucleotide Array Sequence Analysis; Probability; Regulatory Elements, Transcriptional; Software; Transcription Facto; Transcription, Genetic; rs},
+ Owner = {luca},
+ Pii = {btl473},
+ Pmid = {16966362},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btl473}
+}
+
+@Article{Sanguinetti2005,
+ Title = {Accounting for probe-level noise in principal component analysis of microarray data.},
+ Author = {Guido Sanguinetti and Marta Milo and Magnus Rattray and Neil D Lawrence},
+ Journal = {Bioinformatics},
+ Year = {2005},
+
+ Month = {Oct},
+ Number = {19},
+ Pages = {3748--3754},
+ Volume = {21},
+
+ Abstract = {MOTIVATION: Principal Component Analysis (PCA) is one of the most popular dimensionality reduction techniques for the analysis of high-dimensional datasets. However, in its standard form, it does not take into account any error measures associated with the data points beyond a standard spherical noise. This indiscriminate nature provides one of its main weaknesses when applied to biological data with inherently large variability, such as expression levels measured with microarrays. Methods now exist for extracting credibility intervals from the probe-level analysis of cDNA and oligonucleotide microarray experiments. These credibility intervals are gene and experiment specific, and can be propagated through an appropriate probabilistic downstream analysis. RESULTS: We propose a new model-based approach to PCA that takes into account the variances associated with each gene in each experiment. We develop an efficient EM-algorithm to estimate the parameters of our new model. The model provides significantly better results than standard PCA, while remaining computationally reasonable. We show how the model can be used to 'denoise' a microarray dataset leading to improved expression profiles and tighter clustering across profiles. The probabilistic nature of the model means that the correct number of principal components is automatically obtained.},
+ Doi = {10.1093/bioinformatics/bti617},
+ File = {Sanguinetti05 - Probe-level noise.pdf:BIO/Sanguinetti05 - Probe-level noise.pdf:PDF},
+ Keywords = {Algorithms; Data Interpretation, Statistical; Gene Expression Profiling; Models, Genetic; Models, Statistical; Oligonucleotide Array Sequence Analysis; Principal Component Analysis; Software; Stochastic Processes},
+ Owner = {luca},
+ Pii = {bti617},
+ Pmid = {16091409},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/bti617}
+}
+
+@Article{Sanguinetti2006a,
+ Title = {A probabilistic dynamical model for quantitative inference of the regulatory mechanism of transcription.},
+ Author = {Guido Sanguinetti and Magnus Rattray and Neil D Lawrence},
+ Journal = {Bioinformatics},
+ Year = {2006},
+
+ Month = {Jul},
+ Number = {14},
+ Pages = {1753--1759},
+ Volume = {22},
+
+ Abstract = {MOTIVATION: Quantitative estimation of the regulatory relationship between transcription factors and genes is a fundamental stepping stone when trying to develop models of cellular processes. This task, however, is difficult for a number of reasons: transcription factors' expression levels are often low and noisy, and many transcription factors are post-transcriptionally regulated. It is therefore useful to infer the activity of the transcription factors from the expression levels of their target genes. RESULTS: We introduce a novel probabilistic model to infer transcription factor activities from microarray data when the structure of the regulatory network is known. The model is based on regression, retaining the computational efficiency to allow genome-wide investigation, but is rendered more flexible by sampling regression coefficients independently for each gene. This allows us to determine the strength with which a transcription factor regulates each of its target genes, therefore providing a quantitative description of the transcriptional regulatory network. The probabilistic nature of the model also means that we can associate credibility intervals to our estimates of the activities. We demonstrate our model on two yeast datasets. In both cases the network structure was obtained using chromatin immunoprecipitation data. We show how predictions from our model are consistent with the underlying biology and offer novel quantitative insights into the regulatory structure of the yeast cell. AVAILABILITY: MATLAB code is available from http://umber.sbs.man.ac.uk/resources/puma.},
+ Doi = {10.1093/bioinformatics/btl154},
+ File = {chipChipRev - Sanguinetti - probabilistic dynamic model.pdf:BIO/chipChipRev - Sanguinetti - probabilistic dynamic model.pdf:PDF},
+ Keywords = {Computer Simulation; Gene Expression; Gene Expression Profiling; Gene Expression Regulation; Kinetics; Models, Genetic; Models, Statistical; Oligonucleotide Array Sequence Analysis; Regulatory Elements, Transcriptional; Trans-Activation (Genetics); Transcription Factors; Transcription, Genetic},
+ Owner = {luca},
+ Pii = {btl154},
+ Pmid = {16632490},
+ Timestamp = {2007.01.25},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btl154}
+}
+
+@TechReport{Sanguinetti,
+ Title = {Modelling transcriptional regulation using Gaussian processes},
+ Author = {Sanguinetti, Rattray, Lawrence},
+
+ File = {Modelling transcriptional regulation using Gaussian processes.pdf:BIO/Modelling transcriptional regulation using Gaussian processes.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.25}
+}
+
+@TechReport{Sanguinetti2006b,
+ Title = {A probabilistic model to integrate chip and microarray data},
+ Author = {Sanguinetti, Rattray, Lawrence},
+ Year = {2006},
+
+ File = {chipTech.pdf:BIO/chipTech.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.25}
+}
+
+@Article{Santis2012,
+ Title = {An active set feasible method for large-scale minimization problems with bound constraints},
+ Author = {M.D. Santis and G. Di Pillo and S. Lucidi},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2012},
+ Pages = {1--29},
+
+ File = {:Papers/Santis2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@PhdThesis{Santos2000a,
+ Title = {{M}ultivariable {P}redictive {C}ontrol of {N}onlinear {C}hemical {P}rocesses},
+ Author = {Santos, L.O.},
+ School = {Universidade de Coimbra},
+ Year = {2000},
+
+ Keywords = {optimal control NMPC chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Santos2000,
+ Title = {{O}n-line {I}mplementation of {N}onlinear {MPC}: {A}n experimental case study},
+ Author = {Santos, L.O. and P. Afonso and J. Castro and {N. M.C. de} {Oliveira} and L.T. Biegler},
+ Booktitle = {Int. Smp. Adv. Control Chem. Proc.},
+ Year = {2000},
+
+ Address = {Pisa},
+ Pages = {731--736},
+ Volume = {2},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Santos1995,
+ Title = {{R}eliable and efficient optimization strategies for nonlinear model predictive control},
+ Author = {Santos, L.O. and {N.M.C de} {Oliveira} and L.T. Biegler},
+ Booktitle = {Proc. Fourth {IFAC} Symposium {DYCORD+'95}},
+ Year = {1995},
+
+ Address = {Oxford},
+ Pages = {33--38},
+ Publisher = {Elsevier Science},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Sargent1978,
+ Title = {{T}he development of an efficient optimal control package},
+ Author = {Sargent, R.W.H. and G.R. Sullivan},
+ Booktitle = {Proc. Conf. Opt. Techniques},
+ Year = {1978},
+
+ Address = {Heidelberg},
+ Editor = {J. Stoer},
+ Publisher = { Springer},
+
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Conference{Sarkar2010,
+ Title = {Theoretical justification of popular link prediction heuristics},
+ Author = {Sarkar, P. and Chakrabarti, D. and Moore, A.},
+ Booktitle = {Int. Conf. Learn. Theory (COLT)},
+ Year = {2010},
+ Pages = {295--307},
+
+ File = {sarkar2010theoretical.pdf:Statistical Learning/EBB/sarkar2010theoretical.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Sarvotham2006,
+ Title = {Measurements versus bits: Compressed sensing meets information theory},
+ Author = {S. Sarvotham and D. Baron and R. G. Baraniuk},
+ Booktitle = {Allerton Conf. on Comm., Control and Comp.},
+ Year = {2006},
+ Month = {Sept.},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.30}
+}
+
+@Article{Saul2003,
+ Title = {Think Globally, Fit Locally: Unsupervised Learning of Low Dimensional Manifolds},
+ Author = {Lawrence K. Saul and SamT. Roweis},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2003},
+ Pages = {119-155},
+ Volume = {4},
+
+ File = {SaulRoweis03Manifold.pdf:Statistical Learning/Manifold/SaulRoweis03Manifold.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.01}
+}
+
+@InCollection{Saunders1996,
+ Title = {Cholesky-based methods for sparse least squares: the benefits of regularization},
+ Author = {Saunders, Michael A.},
+ Booktitle = {Linear and nonlinear conjugate gradient-related methods ({S}eattle, {WA}, 1995)},
+ Publisher = {SIAM},
+ Year = {1996},
+
+ Address = {Philadelphia, PA},
+ Pages = {92--100},
+
+ File = {Saunders1996.pdf:Saunders1996.pdf:PDF},
+ Mrclass = {65F30 (65K05)},
+ Mrnumber = {1446299},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Saunderson2012,
+ Title = {Diagonal and low-rank matrix decompositions, correlation matrices, and ellipsoid fitting},
+ Author = {Saunderson, James and Chandrasekaran, Venkat and Parrilo, Pablo A and Willsky, Alan S},
+ Journal = {SIAM Journal on Matrix Anal. and Apps.},
+ Year = {2012},
+ Number = {4},
+ Pages = {1395--1416},
+ Volume = {33},
+
+ Date-added = {2014-08-12 14:33:51 +0000},
+ Date-modified = {2014-08-12 14:33:51 +0000},
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Savorgnan2010,
+ Title = {Control benchmark of a hydro power plant},
+ Author = {C. Savorgnan and M. Diehl},
+ Institution = {Optimization in Engineering Center, KU Leuven, http:/homes.esat.kuleuven.be/~mdiehl},
+ Year = {2010},
+ Type = {Tech. Report},
+
+ File = {:Papers/Savorgnan2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.08},
+ Url = {http:/homes.esat.kuleuven.be/~mdiehl}
+}
+
+@Article{Savorgnan2011,
+ Title = {Multiple shooting for distributed systems with applications in hydro electricity production},
+ Author = {C. Savorgnan and C. Romani and A. Kozma and M. Diehl},
+ Journal = {J. Proc. Control},
+ Year = {2011},
+ Pages = {738-745},
+ Volume = {21},
+
+ Doi = {DOI: 10.1016/j.jprocont.2011.01.011},
+ File = {Savorgnan2011.pdf:Savorgnan2011.pdf:PDF},
+ ISSN = {0959-1524},
+ Keywords = {Model predictive control optec distributed},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Saxena2006,
+ Title = {Robotic grasping of novel objects},
+ Author = {A Saxena and J. Driemeyer and J. Kearns and A. Y. Ng},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2006},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.29}
+}
+
+@PhdThesis{Scarlett2014b,
+ Title = {Reliable Communication Under Mismatched Decodingg},
+ Author = {Jonathan Scarlett},
+ School = {University of Cambridge},
+ Year = {2014},
+ Note = {http://itc.upf.edu/biblio/1061},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.22}
+}
+
+@Unpublished{Scarlett2013c,
+ Title = {On the Dispersions of the {G}el'fand-{P}insker Channel and Dirty Paper Coding},
+ Author = {J. Scarlett},
+ Note = {Submitted to \emph{IEEE Trans. Inf. Theory}, http://arxiv.org/abs/1309.6200},
+
+ Month = {Nov.},
+ Year = {2013},
+
+ Owner = {Jono},
+ Timestamp = {2013.09.22}
+}
+
+@Article{Scarlett2013a,
+ Title = {Compressed Sensing With Prior Information: Information-Theoretic Limits and Practical Decoders},
+ Author = {Scarlett, J. and Evans, J.S. and Dey, S.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2013},
+
+ Month = {Jan.},
+ Number = {2},
+ Pages = {427-439},
+ Volume = {61},
+
+ ISSN = {1053-587X},
+ Owner = {jmscarlett}
+}
+
+@Article{Scarlett2014,
+ Title = {Mismatched Decoding: Error Exponents, Second-Order Rates and Saddlepoint Approximations},
+ Author = {Jonathan Scarlett and Alfonso Martinez and Albert {Guill{\'e}n i F\`{a}bregas}},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2014},
+
+ Month = {May},
+ Number = {5},
+ Pages = {2647-2666},
+ Volume = {60},
+
+ Owner = {Jono},
+ Timestamp = {2012.12.10}
+}
+
+@Unpublished{Scarlett2013,
+ Title = {Multiuser coding techniques for mismatched decoding},
+ Author = {Jonathan Scarlett and Alfonso Martinez and Albert {Guill{\'e}n i F\`{a}bregas}},
+ Note = {Submitted to \emph{IEEE Trans. Inf. Theory}, http://arxiv.org/abs/1311.6635},
+
+ Month = {Nov.},
+ Year = {2013},
+
+ Owner = {Jono},
+ Timestamp = {2012.12.10}
+}
+
+@Conference{Scarlett2013b,
+ Title = {Cost-Constrained Random Coding and Applications},
+ Author = {Jonathan Scarlett and Alfonso Martinez and Albert {Guill\'{e}n i F\`{a}bregas}},
+ Booktitle = {Inf. Theory and Apps. Workshop},
+ Year = {2013},
+
+ Address = {San Diego, CA},
+ Month = {Feb.},
+
+ Owner = {Jono},
+ Timestamp = {2012.11.20}
+}
+
+@Article{Scarlett2014a,
+ Title = {Expurgated Random-Coding Ensembles: Exponents, Refinements and Connections},
+ Author = {Jonathan Scarlett and Li Peng and Neri Merhav and Alfonso Martinez and Albert {Guill\'{e}n i F\`{a}bregas}},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2014},
+
+ Month = {Aug.},
+ Number = {8},
+ Pages = {4449-4462},
+ Volume = {60},
+
+ Owner = {Jono},
+ Timestamp = {2013.05.05}
+}
+
+@Unpublished{Scarlett2013d,
+ Title = {Second-Order Asymptotics for the {G}aussian {MAC} with Degraded Message Sets},
+ Author = {Jonathan Scarlett and Vincent Y. F. Tan},
+ Note = {Submitted to \emph{IEEE Trans. Inf. Theory} (revised Aug. 2014), http://arxiv.org/abs/1310.1197},
+
+ Month = {Oct.},
+ Year = {2013},
+
+ Owner = {jms265},
+ Timestamp = {2013.10.10}
+}
+
+@InProceedings{Schoelkopf2001a,
+ Title = {A Generalized Representer Theorem},
+ Author = {Bernhard Sch\"{o}lkopf and Ralf Herbrich and Alex J. Smola},
+ Booktitle = {Proc. Annual Conf. Comp. Learn. Theory},
+ Year = {2001},
+
+ Address = {London, UK},
+ Pages = {416--426},
+ Publisher = {Springer-Verlag},
+
+ File = {scholkopf01representer.pdf:Statistical Learning/scholkopf01representer.pdf:PDF},
+ ISBN = {3-540-42343-5},
+ Owner = {baldazen},
+ Timestamp = {2008.08.06}
+}
+
+@Book{Schoelkopf2001,
+ Title = {Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond},
+ Author = {Sch\"{o}lkopf, Bernhard and Smola, Alexander J.},
+ Publisher = {MIT Press},
+ Year = {2001},
+
+ Address = {Cambridge, MA, USA},
+
+ Citeulike-article-id = {1190617},
+ Keywords = {kernel},
+ Owner = {baldazen},
+ Posted-at = {2007-03-28 02:31:30},
+ Priority = {3},
+ Timestamp = {2008.09.04}
+}
+
+@TechReport{Schaefer2001,
+ Title = {{A}n exact {H}essian {SQP} method for ill-conditioned optimal control problems},
+ Author = {A.A.S. Sch\"afer and Bock, H.G. and Schl\"oder, J.P. and Leineweber, D.B.},
+ Institution = {Universit\"at Heidelberg},
+ Year = {2001},
+ Number = {01-XX},
+ Type = {IWR-Pre\-print},
+
+ Keywords = {agbockSQP optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Schaefer2003,
+ Title = {{F}ast {O}ptimal {C}ontrol {A}lgorithms with {A}pplication to {C}hemical {E}ngineering},
+ Author = {Sch\"afer, A.A.S. and Brandt-Pollmann, U. and Diehl, M. and Bock, H.G. and Schl\"oder, J.P.},
+ Booktitle = {Oper. Res. Proceedings},
+ Year = {2003},
+
+ Address = {Heidelberg},
+ Editor = {Ahr, D. and Fahrion, R. and Oswald, M. and Reinelt, G.},
+ Pages = {300--307},
+ Publisher = {Springer},
+
+ Citeseerurl = {http://books.google.be/books?id=H9jMu08MrgkC&pg=PA300&lpg=PA300&dq=Fast+Optimal+Control+Algorithms+with+Application+to+Chemical+Operations+Research+Proceedings&source=bl&ots=N4CLgvRF9R&sig=O4zsnr3v3_0a9cLKmbQwYJdUVT4&hl=en&sa=X&ei=Mm8yT42CMMqp8QOu1tT2Bg&redir_esc=y#v=onepage&q&f=false},
+ Keywords = {optimal control chemistry agbock},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.springer.com/business+%26+management/operations+research/book/978-3-540-21445-8}
+}
+
+@Book{Scheid1994,
+ Title = {{F}olgen und {F}unktionen: {E}inf\"uhrung in die {A}nalysis},
+ Author = {H. Scheid},
+ Publisher = {Spektrum},
+ Year = {1994},
+
+ Address = {Heidelberg},
+ Note = {Viele Beispiele, urspr\"unglich f\"ur Lehramtsstudenten},
+ Series = {Mathematische Texte},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Scheinberg2010,
+ Title = {Sparse inverse covariance selection via alternating linearization methods},
+ Author = {Scheinberg, K. and Ma, S. and Goldfarb, D.},
+ Journal = {arXiv preprint arXiv:1011.0097},
+ Year = {2010},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Scheinberg2009,
+ Title = {SINCO-a greedy coordinate ascent method for sparse inverse covariance selection problem},
+ Author = {Scheinberg, K. and Rish, I.},
+ Journal = {preprint},
+ Year = {2009},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@Book{Schendel1984,
+ Title = {Introduction to Numerical Methods for Parallel Computers},
+ Author = {Schendel, Udo},
+ Publisher = {Prentice Hall PTR},
+ Year = {1984},
+
+ Address = {Upper Saddle River, NJ, USA},
+
+ ISBN = {047020091X},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@Article{Schiel2012,
+ Title = {An interior point method in function space for the efficient solution of state constrained optimal control problems},
+ Author = {A. Schiela},
+ Journal = {Math. Program., Ser. A.},
+ Year = {2012},
+ Pages = {1--32},
+
+ File = {:Papers/Schiela2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Book{Schloeder1988,
+ Title = {{N}umerische {M}ethoden zur {B}ehandlung hochdimensionaler {A}ufgaben der {P}arameteridentifizierung},
+ Author = {J.P. Schl\"oder},
+ Publisher = {Universit\"at {B}onn},
+ Year = {1988},
+
+ Address = {Bonn},
+ Series = {Bonner Mathematische Schriften},
+ Volume = {187},
+
+ Keywords = {agbock parameter estimation multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Schlenkrich2010,
+ Title = {On the local convergence of adjoint {B}royden methods},
+ Author = {S. Schlenkrich and A. Griewank and A.~Walther},
+ Journal = {Math. Program.},
+ Year = {2010},
+ Number = {2},
+ Pages = {221--247},
+ Volume = {121},
+
+ File = {:Papers/Schlenkrich2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@InCollection{Schmid1991,
+ Title = {{F}inite groups and invariant theory},
+ Author = {Schmid, B.J.},
+ Booktitle = {Topics in invariant theory (Paris, 1989/1990)},
+ Publisher = {Springer},
+ Year = {1991},
+
+ Address = {Berlin},
+ Pages = {35--66},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Schmidt2010,
+ Title = {Graphical {M}odel {S}tructure {L}earning with $\ell_1$-{R}regularization},
+ Author = {M. Schmidt},
+ School = {Faculty of Graduate Studies (Computer Science), The university of British Columbia},
+ Year = {2010},
+ Type = {PhD thesis},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Schmidt2011,
+ Title = {Convergence rates of inexact proximal-gradient methods for convex optimization},
+ Author = {Schmidt, M. and Le Roux, N. and Bach, F.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2011},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Schneider2008,
+ Title = {Stochastic and Integral Geometry},
+ Author = {Schneider, Rolf and Weil, Wolfgang},
+ Publisher = {Springer},
+ Year = {2008},
+
+ Address = {Berlin},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.21}
+}
+
+@InProceedings{Schniter2010,
+ Title = {Turbo reconstruction of structured sparse signals},
+ Author = {Schniter, P.},
+ Booktitle = {Information Sciences and Systems (CISS), 2010 44th Annual Conference on},
+ Year = {2010},
+ Organization = {IEEE},
+ Pages = {1--6},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Electronic{Schnitger2006,
+ Title = {{P}arallel and {D}istributed {A}lgorithms},
+
+ Address = {Frankfurt, Germany},
+ Author = {G. Schnitger},
+ Month = {February},
+ Organization = {Institut f\"{u}r Informatik},
+ Year = {2006},
+
+ File = {:Papers/Schnitger2006.ps:PostScript},
+ Owner = {quoctd},
+ Timestamp = {2012.10.11}
+}
+
+@Electronic{Schnitger2006a,
+ Title = {{P}arallel and {D}istributed {A}lgorithms},
+
+ Address = {Frankfurt, Germany},
+ Author = {G. Schnitger},
+ Month = {February},
+ Organization = {Institut f\"{u}r Informatik},
+ Year = {2006},
+
+ Owner = {quoctd},
+ Timestamp = {2012.10.11}
+}
+
+@Article{Schulz1998a,
+ Title = {{S}olving discretized optimization problems by partially reduced {SQP} methods},
+ Author = {Schulz, V.H.},
+ Journal = {Comp. Visualiz. in Sci.},
+ Year = {1998},
+ Pages = {83--96},
+ Volume = { 1},
+
+ Keywords = {agbock SQP optimal control collocation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Schulz1996,
+ Title = {{R}educed {SQP} methods for large-scale optimal control problems in {DAE} with application to path planning problems for satellite mounted robots},
+ Author = {Schulz, V.H.},
+ School = {Universit\"at Heidelberg},
+ Year = {1996},
+
+ Institution = {Universit\"at Heidelberg},
+ Keywords = {agbock SQP optimal control collocation},
+ Number = {96-12},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InCollection{Schulz1994,
+ Title = {{S}hortest paths for satellite mounted robot manipulators},
+ Author = {Schulz, V.H. and Bock, H.G. and Longman, R.W.},
+ Booktitle = {Comp. Opt. Control},
+ Publisher = {Birkh\"auser},
+ Year = {1994},
+
+ Address = {Basel Boston Berlin},
+ Editor = {R. Bulirsch and D. Kraft},
+
+ Keywords = {agbock SQP optimal control collocation robotics},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Schulz1998,
+ Title = {{E}xploiting invariants in the numerical solution of multipoint boundary value problems for {DAE}s},
+ Author = {Schulz, V.H. and Bock, H.G. and Steinbach, M.C.},
+ Journal = {{SIAM} J. Sci. Comp.},
+ Year = {1998},
+ Pages = {440--467},
+ Volume = {19},
+
+ File = {Schulz1998a.pdf:Schulz1998a.pdf:PDF},
+ Keywords = {agbock optimal control optimality conditions parameter estimation mechanics DAE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Schuster2012,
+ Title = {Regularization methods in {B}anach spaces},
+ Author = {Schuster, Thomas and Kaltenbacher, Barbara and Hofmann, Bernd and Kazimierski, Kamil S.},
+ Publisher = {De Gruyter},
+ Year = {2012},
+
+ Address = {Berlin},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.16}
+}
+
+@Article{Schwartz1964,
+ Title = {Sous-espaces hilbertiens d’espaces vectoriels topologiques et noyaux associ{\'e}s (noyaux reproduisants)},
+ Author = {Schwartz, L.},
+ Journal = {Journal d'analyse math{\'e}matique},
+ Year = {1964},
+ Number = {1},
+ Pages = {115--256},
+ Volume = {13},
+
+ Owner = {baldassarre},
+ Publisher = {Springer},
+ Timestamp = {2009.11.11}
+}
+
+@Book{Schwerin1999,
+ Title = {{M}ulti{B}ody {S}ystem {SIM}ulation. {N}umerical {M}ethods, {A}lgorithms, and {S}oftware},
+ Author = {Schwerin, {R. von}},
+ Publisher = {Springer},
+ Year = {1999},
+
+ Address = {Heidelberg},
+ Series = {Lecture Notes in Computational Science and Engineering Vol. 7},
+
+ Keywords = {agbock mechanics multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Scokaert1997,
+ Title = {{D}iscrete-time {S}tability with {P}erturbations: {Application} to {M}odel {P}redictive {C}ontrol},
+ Author = {Scokaert, P.O.M. and Rawlings, J.B. and Meadows, E.S.},
+ Journal = {Automatica},
+ Year = {1997},
+ Number = {3},
+ Pages = {463--470},
+ Volume = {33},
+
+ File = {Scokaert1997.pdf:Scokaert1997.pdf:PDF},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Scokaert1998,
+ Title = {{M}in-max feedback model predictive control for constrained linear systems},
+ Author = {P. O. M. Scokaert and D. Q. Mayne},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {1998},
+ Pages = {1136--1142},
+ Volume = {43},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Scokaert1999,
+ Title = {{S}uboptimal {M}odel {P}redictive {C}ontrol ({F}easibility {I}mplies {S}tability)},
+ Author = {Scokaert, P. O. M. and Mayne, D. Q. and Rawlings, J.B.},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {1999},
+ Number = {3},
+ Pages = {648--654},
+ Volume = {44},
+
+ File = {Scokaert1999.pdf:Scokaert1999.pdf:PDF},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Seeger2009,
+ Title = {On the submodularity of linear experimental design},
+ Author = {Seeger, M.},
+ Year = {2009},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Seeger2006,
+ Title = {Multivariate Nonlinear Regression with Semiparametric Latent Factor Models},
+ Author = {Seeger, Matthias and Jordan, Michael J.},
+ Institution = {Computer Science Division, UC Berkeley},
+ Year = {2006},
+
+ File = {Seeger97Multivariate.pdf:/home/baldazen/Desktop/Scienza/Statistical Learning/Vector-valued/Seeger97Multivariate.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.02.04}
+}
+
+@Book{Segel1984,
+ Title = {{M}odeling {D}ynamic {P}henomena in {M}olecular and {C}ellular {B}iology},
+ Author = { Lee A. Segel},
+ Publisher = {University Press},
+ Year = {1984},
+
+ Address = {Cambridge},
+ Note = {ISBN: 052127477X},
+
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@InProceedings{Selesnick2013,
+ Title = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Author = {Selesnick, I.W. and Chen,P.-Y.},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2013},
+
+ File = {selesnick2013total.pdf:selesnick2013total.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2013.05.29}
+}
+
+@InProceedings{Serban2005,
+ Title = {{CVODES}: the Sensitivity-Enabled {ODE} Solver in {SUNDIALS}},
+ Author = {Serban, R. and Hindmarsh, A.C.},
+ Booktitle = {Proc. IDETC/CIE 2005},
+ Year = {2005},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Serban2002,
+ Title = {{E}fficient {C}omputation of {S}ensitivities for {O}rdinary {D}ifferential {E}quation {B}oundary {V}alue {P}roblems},
+ Author = {R. Serban and L.R. Petzold},
+ Journal = {{SIAM} J. Numer. Anal.},
+ Year = {2002},
+ Number = {1},
+ Pages = {220--232},
+ Volume = {40},
+
+ Keywords = {ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Seshadhri2014,
+ Title = {Is submodularity testable?},
+ Author = {Seshadhri, C and Vondr{\'a}k, Jan},
+ Journal = {Algorithmica},
+ Year = {2014},
+ Number = {1},
+ Pages = {1--25},
+ Volume = {69},
+
+ __markedentry = {[Marwa:6]},
+ Owner = {Marwa},
+ Publisher = {Springer},
+ Timestamp = {2014.12.13}
+}
+
+@Article{Setzer2011,
+ Title = {Operator splittings, Bregman methods and frame shrinkage in image processing},
+ Author = {Setzer, S.},
+ Journal = {Int. J. Comp. Vision},
+ Year = {2011},
+ Number = {3},
+ Pages = {265--280},
+ Volume = {92},
+
+ File = {setzer2011operator.pdf:Optimization\\setzer2011operator.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Seymour1980,
+ Title = {Decomposition of regular matroids},
+ Author = {Seymour, Paul D},
+ Journal = {Journal of combinatorial theory, Series B},
+ Year = {1980},
+ Number = {3},
+ Pages = {305--359},
+ Volume = {28},
+
+ Owner = {Marwa},
+ Publisher = {Elsevier}
+}
+
+@Article{Shahzad2012,
+ Title = {A Stable and Efficient Method for Solving a Convex Quadratic Program with Application to Optimal Control},
+ Author = {A. Shahzad and E.C. Kerrigan and G.A. Constantinides},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {4},
+ Pages = {1369--1393},
+ Volume = {22},
+
+ File = {:Papers/Shahzad2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{ShalevShwartz2012a,
+ Title = {Online learning and online convex optimization},
+ Author = {Shalev-Shwartz, Shai},
+ Journal = {Found. Trends Mach. Learn.},
+ Year = {2012},
+ Number = {2},
+ Pages = {107--194},
+ Volume = {4},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.20}
+}
+
+@InProceedings{ShalevShwartz2012,
+ Title = {Using more data to speed-up training time},
+ Author = {Shalev-Shwartz, Shai and Shamir, Ohad and Tromer, Eran},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2012},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.02}
+}
+
+@InProceedings{ShalevShwartz2008,
+ Title = {{SVM} optimization: inverse dependence on training set size},
+ Author = {Shalev-Shwartz, Shai and Srebro, Nathan},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2008},
+ Organization = {ACM},
+ Pages = {928--935},
+
+ Date-added = {2014-11-05 09:46:37 +0000},
+ Date-modified = {2014-11-05 09:46:37 +0000},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Shampine1979,
+ Title = {{A} user's view of solving stiff ordinary differential equations},
+ Author = {Shampine, L.F. and Gear, C.W.},
+ Journal = {{SIAM} Review},
+ Year = {1979},
+ Number = {1},
+ Pages = {1--17},
+ Volume = {21},
+
+ Keywords = {ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Shannon1959,
+ Title = {Probability of error for optimal codes in a {G}aussian channel},
+ Author = {C. E. Shannon},
+ Journal = {Bell Sys. Tech. Journal},
+ Year = {1959},
+
+ Month = {May},
+ Number = {3},
+ Pages = {611-656},
+ Volume = {38},
+
+ Owner = {jmscarlett}
+}
+
+@Article{Shannon1957,
+ Title = {Certain results in coding theory for noisy channels },
+ Author = {Claude E. Shannon},
+ Journal = {Information and Control},
+ Year = {1957},
+ Number = {1},
+ Pages = {6-25},
+ Volume = {1},
+
+ Doi = {http://dx.doi.org/10.1016/S0019-9958(57)90039-6},
+ ISSN = {0019-9958},
+ Owner = {jmscarlett},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0019995857900396}
+}
+
+@Article{Shannon1948,
+ Title = {A Mathematical Theory of Communication},
+ Author = {C. E. Shannon},
+ Journal = {Bell Sys. Tech. Journal},
+ Year = {1948},
+
+ Month = {July and Oct.},
+ Pages = {379-423},
+ Volume = {27},
+
+ Owner = {jms265},
+ Timestamp = {2012.03.26}
+}
+
+@Article{Shao1997,
+ Title = {An asymptotic theory for linear model selection},
+ Author = {Shao, Jun},
+ Journal = {Stat. Sin.},
+ Year = {1997},
+ Pages = {221--264},
+ Volume = {7},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.10}
+}
+
+@Article{Shapiro1997,
+ Title = {First and second order analysis of nonlinear semidefinite programs},
+ Author = {A. Shapiro},
+ Journal = {Math. Program.},
+ Year = {1997},
+ Number = {1},
+ Pages = {301--320},
+ Volume = {77},
+
+ File = {:Papers/Shapiro1997.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Shapiro1993,
+ Title = {Embedded image coding using zerotrees of wavelet coefficients},
+ Author = {Shapiro, J.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {1993},
+ Number = {12},
+ Pages = {3445--3462},
+ Volume = {41},
+
+ File = {shapiro1993embedded.pdf:shapiro1993embedded.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Shefi2014,
+ Title = {{R}ate of {C}onvergence {A}nalysis of {D}ecomposition {M}ethods {B}ased on the {P}roximal {M}ethod of {M}ultipliers for {C}onvex {M}inimization},
+ Author = {R. Shefi and M. Teboulle},
+ Journal = {SIAM J. Opt.},
+ Year = {2014},
+ Number = {1},
+ Pages = {269--297},
+ Volume = {24},
+
+ Owner = {quoctd},
+ Timestamp = {2014.03.14}
+}
+
+@Article{Shen2012,
+ Title = {Augmented {L}agrangian alternating direction method for matrix separation based on low-rank factorization},
+ Author = {Y. Shen and Z. Wen and Y. Zhang},
+ Journal = {Opt. Methods Softw.},
+ Year = {2012},
+
+ File = {:Papers/Shen2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Book{Sheppard1997,
+ Title = {Confocal laser scanning microscopy},
+ Author = {Sheppard, C. and Shotton, D.},
+ Publisher = {BIOS Scientific Publishers},
+ Year = {1997},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Shewchuk1994,
+ Title = {An Introduction to the Conjugate Gradient Method Without the Agonizing Pain},
+ Author = {Shewchuk, Jonathan R},
+ Institution = {Carnegie Mellon University},
+ Year = {1994},
+
+ Address = {Pittsburgh, PA, USA},
+
+ Owner = {quoctd},
+ Source = {http://www.ncstrl.org:8900/ncstrl/servlet/search?formname=detail\&id=oai%3Ancstrlh%3Acmucs%3ACMU%2F%2FCS-94-125},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Shi2000,
+ Title = {Normalized cuts and image segmentation},
+ Author = {Jianbo Shi and Malik, J.},
+ Journal = {IEEE Trans. Patt. Analysis and Mach. Intel.},
+ Year = {2000},
+
+ Month = {Aug.},
+ Number = {8},
+ Pages = {888--905},
+ Volume = {22},
+
+ Doi = {10.1109/34.868688},
+ File = {ShiMalik00Cuts.pdf:VC/ShiMalik00Cuts.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.27}
+}
+
+@Article{Shid2008,
+ Title = {An interior-point smoothing technique for Lagrangian relaxation in large-scale convex programming},
+ Author = {M. Shida},
+ Journal = {Optimization},
+ Year = {2008},
+ Number = {1},
+ Pages = {183--200},
+ Volume = {57},
+
+ File = {:Papers/Shida2008.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Shiller1992,
+ Title = {Computation of path constrained time optimal motions with dynamic singularities},
+ Author = {Z. Shiller and H.-H. Lu},
+ Journal = {Trans. ASME, J. Dynamic Sys., Meas., and Control},
+ Year = {1992},
+ Pages = {34--40},
+ Volume = {114},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@InProceedings{Shivaswamy2010,
+ Title = {Empirical Bernstein Boosting},
+ Author = {Shivaswamy, P.K. and Jebara, T.},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2010},
+
+ File = {shivaswamy2010empirical.pdf:Statistical Learning/EBB/shivaswamy2010empirical.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.09.28}
+}
+
+@Article{Shivaswamy2010a,
+ Title = {Maximum relative margin and data-dependent regularization},
+ Author = {Shivaswamy, P.K. and Jebara, T.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2010},
+ Pages = {747--788},
+ Volume = {11},
+
+ File = {shivaswamy2010maximum.pdf:Statistical Learning/EBB/shivaswamy2010maximum.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {MIT Press},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Shugen2002,
+ Title = {Time-optimal control of kinematically redundant manipulators with limit heat characteristics of actuators},
+ Author = {M. Shugen and W. Mitsuru},
+ Journal = {Adv. Robotics},
+ Year = {2002},
+ Number = {8},
+ Pages = {735--749},
+ Volume = {16},
+
+ File = {:Papers/Shugen2002.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Signoretto2014,
+ Title = {Learning with {T}ensors: a framework based on convex optimization and spectral regularization},
+ Author = {M. Signoretto and Q. Tran-Dinh and L. De-Lathauwer and J.A.K. Suykens},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2014},
+ Number = {3},
+ Pages = {303--351},
+ Volume = {94},
+
+ Owner = {quoctd},
+ Timestamp = {2012.07.20}
+}
+
+@Unpublished{Silva2014,
+ Title = {On the characterization of $\ell_p$-compressible ergodic sequences},
+ Author = {Silva, Jorge F. and Derpich, Milan S.},
+ Year = {2014},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.11}
+}
+
+@InProceedings{Silva2014a,
+ Title = {Precise best $k$-term approximation error analysis of ergodic processes},
+ Author = {Silva, Jorge F. and Derpich, Milan S.},
+ Booktitle = {IEEE Int. Symp. Inf. Theory},
+ Year = {2014},
+ Pages = {2654--2658},
+
+ Owner = {yhli},
+ Timestamp = {2014.11.11}
+}
+
+@Article{Silverstein1985,
+ Title = {The smallest eigenvalue of a large dimensional {W}ishart matrix},
+ Author = {Silverstein, Jack W.},
+ Journal = {Ann. Probab.},
+ Year = {1985},
+ Number = {4},
+ Pages = {1364--1368},
+ Volume = {13},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Book{Simon2013,
+ Title = {{A} {M}athematical {I}ntroduction to {C}ompressive {S}ensing},
+ Author = {F. Simon and R. Holger},
+ Publisher = {Springer-Velarg},
+ Year = {2013},
+
+ Owner = {quoctd},
+ Timestamp = {2014.07.20}
+}
+
+@Article{Simon1956,
+ Title = {{D}ynamic {P}rogramming {U}nder {U}ncertainty with a {Q}uadratic {C}riterion {F}unction},
+ Author = {H.A. Simon},
+ Journal = {Econometrica},
+ Year = {1956},
+ Pages = {74--81},
+ Volume = {24},
+
+ Keywords = {optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Simon2013a,
+ Title = {A sparse-group lasso},
+ Author = {Simon, Noah and Friedman, Jerome and Hastie, Trevor and Tibshirani, Robert},
+ Journal = {J. Comp. Graph. Stats.},
+ Year = {2013},
+ Number = {2},
+ Pages = {231--245},
+ Volume = {22},
+
+ Owner = {jmscarlett},
+ Publisher = {Taylor \& Francis},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Sion1958,
+ Title = {On general minimax theorems},
+ Author = {Sion, Maurice and others},
+ Journal = {Pac. J. Math},
+ Year = {1958},
+ Number = {1},
+ Pages = {171--176},
+ Volume = {8},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Sipser2012,
+ Title = {Introduction to the Theory of Computation},
+ Author = {Sipser, Michael},
+ Publisher = {Cengage Learning},
+ Year = {2012},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Skellam1946,
+ Title = {The frequency distribution of the difference between two {P}oisson variates beloning to different populations},
+ Author = {Skellam, J. G.},
+ Journal = {J. Royal Stat. Soc.},
+ Year = {1946},
+ Number = {3},
+ Pages = {296},
+ Volume = {109},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.18}
+}
+
+@Article{Slawski2010,
+ Title = {Feature Selection Guided by Structural Information},
+ Author = {Slawski, M. and Castell, W. and Tutz, G.},
+ Journal = {Ann. App. Stats.},
+ Year = {2010},
+ Pages = {1056-1080},
+ Volume = {4},
+
+ File = {slawski2010feature.pdf:Statistical Learning\\SPARSITY\\slawski2010feature.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2012.02.02}
+}
+
+@Article{Smale2003,
+ Title = {Estimating The Approximation Error In Learning Theory},
+ Author = {Steve Smale and Ding-Xuan Zhou},
+ Journal = {Anal. and Apps.},
+ Year = {2003},
+ Pages = {1-25},
+ Volume = {1},
+
+ File = {SmaleZhou03Approximation.pdf:Statistical Learning/SmaleZhou03Approximation.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.07}
+}
+
+@Book{Smith1996,
+ Title = {Domain decomposition: Parallel multilevel methods for elliptic partial differential equations Cambridge},
+ Author = {Barry Smith and Petter E. Bj{\o}rstad and William D. Gropp},
+ Publisher = {Cambridge University Press},
+ Year = {1996},
+ Number = {4},
+ Volume = {33},
+
+ Doi = {10.1016/S0898-1221(97)90035-3},
+ ISSN = {0898-1221},
+ Journal = {Comp. Math. with Apps.},
+ Key = {tagkey1997132},
+ Owner = {quoctd},
+ Pages = {132 - },
+ Timestamp = {2013.08.23}
+}
+
+@Article{Smola2004,
+ Title = {A tutorial on support vector regression},
+ Author = {Smola, A.J. and Sch{\\"o}lkopf, B.},
+ Journal = {Statistics and Computing},
+ Year = {2004},
+ Number = {3},
+ Pages = {199--222},
+ Volume = {14},
+
+ File = {smosch04tutosvmr.pdf:Statistical Learning/smosch04tutosvmr.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Springer},
+ Timestamp = {2009.10.21}
+}
+
+@Article{Smola1998a,
+ Title = {From regularization operators to support vector kernels},
+ Author = {Smola, A.J. and Sch{\\"o}lkopf, B.},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {1998},
+ Pages = {343--349},
+
+ File = {smola1998regkernips.pdf:Statistical Learning/smola1998regkernips.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Citeseer},
+ Timestamp = {2009.11.16}
+}
+
+@Article{Smola1998,
+ Title = {The connection between regularization operators and support vector kernels},
+ Author = {Smola, A.J. and Sch{\\"o}lkopf, B. and M{\\"u}ller, K.R.},
+ Journal = {Neural Networks},
+ Year = {1998},
+ Number = {4},
+ Pages = {637--649},
+ Volume = {11},
+
+ File = {smola1998regker.pdf:Statistical Learning/smola1998regker.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Elsevier},
+ Timestamp = {2009.11.16}
+}
+
+@InCollection{Smola2007,
+ Title = {Bundle methods for machine learning},
+ Author = {Smola, A.J. and Vishwanathan, S. V. N. and Le, Q. V.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Publisher = {Cambridge MA, MIT Press},
+ Year = {2007},
+ Editor = {D. Koller and Y. Singer},
+
+ File = {:Papers/Smola2007.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.08.20}
+}
+
+@Article{Solodov2004,
+ Title = {On the sequential quadratically constrained quadratic programming methods},
+ Author = {M.V. Solodov},
+ Journal = {Math. Oper. Res.},
+ Year = {2004},
+ Number = {1},
+ Pages = {64--79},
+ Volume = {29},
+
+ Owner = {quoctd},
+ Timestamp = {2013.01.08}
+}
+
+@Article{Solodov2000,
+ Title = {A hybrid projection-proximal point algorithm},
+ Author = {M.V. Solodov and B.F. Svaiter},
+ Journal = {J. Convex Anal.},
+ Year = {2000},
+ Number = {1},
+ Pages = {59--70},
+ Volume = {6},
+
+ File = {:Papers/Solodov2000.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.31}
+}
+
+@Article{Solodov1999,
+ Title = {A hybrid approximate extragradient-proximal point algorithm using enlargement of a maximal monotone operator.},
+ Author = {M.V. Solodov and B.F. Svaiter},
+ Journal = {Set-Valued Anal.},
+ Year = {1999},
+ Number = {4},
+ Pages = {323--345},
+ Volume = {7},
+
+ File = {:Papers/Solodov1999.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.31}
+}
+
+@InProceedings{Soni2011,
+ Title = {Efficient adaptive compressive sensing using sparse hierarchical learned dictionaries},
+ Author = {Soni, Akshay and Haupt, Jarvis},
+ Booktitle = {Signals, Systems and Computers (ASILOMAR), 2011 Conference Record of the Forty Fifth Asilomar Conference on},
+ Year = {2011},
+ Organization = {IEEE},
+ Pages = {1250--1254},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Sontag1998,
+ Title = {{M}athematical {C}ontrol {T}heory: {D}eterministic {F}inite {D}imensional {S}ystems},
+ Author = {Sontag, E.D.},
+ Publisher = {Springer-Verlag},
+ Year = {1998},
+
+ Address = {New York},
+ Edition = {Second edition},
+ Number = {6},
+ Series = {Textbooks in Applied Mathematics},
+
+ File = {Sontag1998.pdf:Sontag1998.pdf:PDF},
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Sorber2012,
+ Title = {Unconstrained Optimization of Real Functions in Complex Variables},
+ Author = {L. Sorber and M. Van Barel and L. De Lathauwer},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {3},
+ Pages = {879--898},
+ Volume = {22},
+
+ File = {:Papers/Sorber2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.23}
+}
+
+@Article{Sorber2012a,
+ Title = {Optimization-based algorithms for tensor decompositions: {C}anonical polyadic decomposition, decomposition in rank-$(L_r, L_r, 1)$ terms and a new generalization},
+ Author = {L. Sorber and M. Van Barel and L. De Lathauwer},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Sorber2012a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.23}
+}
+
+@Article{Sorensen1999,
+ Title = {{A} {C}ylic {O}perating {P}olicy for {B}atch {D}istillation - {T}heory and {P}ractice},
+ Author = {Sorensen, E.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1999},
+ Pages = {533--542},
+ Volume = {23 (4-5)},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Spanias1994,
+ Title = {Speech coding: A tutorial review},
+ Author = {Spanias, Andreas S},
+ Journal = {Proc. IEEE},
+ Year = {1994},
+ Number = {10},
+ Pages = {1541--1582},
+ Volume = {82},
+
+ File = {spanias1994speech.pdf:spanias1994speech.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@PhdThesis{Speelpenning1980,
+ Title = {{C}ompiling fast partial derivatives of functions given by algorithms},
+ Author = {Speelpenning, B.},
+ School = {University of Illinois at Urbana-Champaign},
+ Year = {1980},
+
+ Keywords = {automatic differentiation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Conference{Spielman2012,
+ Title = {Exact recovery of sparsely-used dictionaries},
+ Author = {Spielman, Daniel A and Wang, Huan and Wright, John},
+ Booktitle = {Conf. Learning Theory},
+ Year = {2012},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Spingarn1985,
+ Title = {Applications of the method of partial inverses to convex programming: {D}ecomposition},
+ Author = {J.E. Spingarn},
+ Journal = {Math. Program., Ser. A},
+ Year = {1985},
+ Pages = {199-223},
+ Volume = {32},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Spingarn1983,
+ Title = {Partial inverse of a monotone operator},
+ Author = {Spingarn, J.},
+ Journal = {App. Math. Opt.},
+ Year = {1983},
+ Number = {1},
+ Pages = {247--265},
+ Volume = {10},
+
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Srebro2005,
+ Title = {Maximum-margin matrix factorization},
+ Author = {Nathan Srebro and Jason D. M. Rennie and Tommi S. Jaakkola},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2005},
+ Pages = {1329--1336},
+ Publisher = {MIT Press},
+
+ File = {:Statistical Learning/srebro05maxmargin.pdf:PDF},
+ Keywords = {matrix factorization, collaborative filtering},
+ Owner = {baldazen},
+ Timestamp = {2009.02.05}
+}
+
+@Article{Sriperumbudur2009,
+ Title = {On the convergence of the concave-convex procedure},
+ Author = {B.K. Sriperumbudur and G.R.G. Lanckriet},
+ Journal = {Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2009},
+
+ File = {:Papers/Sriperumbudur2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Staedler2010,
+ Title = {$\ell_1$-penalization for mixture regression models},
+ Author = {St{\"a}dler, Nicolas and B{\"u}hlmann, Peter and van de Geer, Sara},
+ Journal = {Test},
+ Year = {2010},
+ Number = {2},
+ Pages = {209--256},
+ Volume = {19},
+
+ File = {:stadler2012l1penalization.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Staedler2012,
+ Title = {$l_1$-Penalization for Mixture Regression Models},
+ Author = {N. St\"{a}dler and P. B\"{u}lmann and S. Van-de-Geer},
+ Journal = {Tech. Report.},
+ Year = {2012},
+ Pages = {1--35},
+
+ Owner = {quoctd},
+ Timestamp = {2013.03.15}
+}
+
+@Book{Stahel2002,
+ Title = {{S}tatistische {D}atenanalyse},
+ Author = {W.A. Stahel},
+ Publisher = {Vieweg},
+ Year = {2002},
+
+ Address = {Wiesbaden},
+ Edition = {4},
+
+ Keywords = {textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Stam1959,
+ Title = {Some inequalities satisfied by the quantities of information of {F}isher and {S}hannon},
+ Author = {Stam, A. J.},
+ Journal = {Information and Control},
+ Year = {1959},
+ Pages = {101--112},
+ Volume = {2},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.28}
+}
+
+@InCollection{Stanley1979,
+ Title = {{C}ombinatorics and invariant theory},
+ Author = {Stanley, R.P.},
+ Booktitle = {Relations between combinatorics and other parts of mathematics (Proc. Sympos. Pure Math., Ohio State Univ., Columbus, Ohio, 1978)},
+ Publisher = {Amer. Math. Soc.},
+ Year = {1979},
+
+ Address = {Providence, R.I.},
+ Pages = {345--355},
+
+ Keywords = {integer programming},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Stanley1977,
+ Title = {{R}elative invariants of finite groups generated by pseudoreflections},
+ Author = {Stanley, R.P.},
+ Journal = {J. Algebra},
+ Year = {1977},
+ Number = {1},
+ Pages = {134--148},
+ Volume = {49},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Starck2005,
+ Title = {Morphological component analysis},
+ Author = {Starck, J-L and Moudden, Y and Bobin, J and Elad, M and Donoho, DL},
+ Booktitle = {Optics \& Photonics 2005},
+ Year = {2005},
+ Organization = {International Society for Optics and Photonics},
+ Pages = {59140Q--59140Q},
+
+ File = {starck2005morphological.pdf:starck2005morphological.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Statnikov2005,
+ Title = {A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis.},
+ Author = {Alexander Statnikov and Constantin F Aliferis and Ioannis Tsamardinos and Douglas Hardin and Shawn Levy},
+ Journal = {Bioinformatics},
+ Year = {2005},
+
+ Month = {Mar},
+ Number = {5},
+ Pages = {631--643},
+ Volume = {21},
+
+ Abstract = {MOTIVATION: Cancer diagnosis is one of the most important emerging clinical applications of gene expression microarray technology. We are seeking to develop a computer system for powerful and reliable cancer diagnostic model creation based on microarray data. To keep a realistic perspective on clinical applications we focus on multicategory diagnosis. To equip the system with the optimum combination of classifier, gene selection and cross-validation methods, we performed a systematic and comprehensive evaluation of several major algorithms for multicategory classification, several gene selection methods, multiple ensemble classifier methods and two cross-validation designs using 11 datasets spanning 74 diagnostic categories and 41 cancer types and 12 normal tissue types. RESULTS: Multicategory support vector machines (MC-SVMs) are the most effective classifiers in performing accurate cancer diagnosis from gene expression data. The MC-SVM techniques by Crammer and Singer, Weston and Watkins and one-versus-rest were found to be the best methods in this domain. MC-SVMs outperform other popular machine learning algorithms, such as k-nearest neighbors, backpropagation and probabilistic neural networks, often to a remarkable degree. Gene selection techniques can significantly improve the classification performance of both MC-SVMs and other non-SVM learning algorithms. Ensemble classifiers do not generally improve performance of the best non-ensemble models. These results guided the construction of a software system GEMS (Gene Expression Model Selector) that automates high-quality model construction and enforces sound optimization and performance estimation procedures. This is the first such system to be informed by a rigorous comparative analysis of the available algorithms and datasets. AVAILABILITY: The software system GEMS is available for download from http://www.gems-system.org for non-commercial use. CONTACT: alexander.statnikov@vanderbilt.edu.},
+ Doi = {10.1093/bioinformatics/bti033},
+ File = {Statnikov05Multiclass.pdf:Statistical Learning/Multiclass/Statnikov05Multiclass.pdf:PDF},
+ Keywords = {Algorithms; Artificial Intelligence; Cluster Analysis; Diagnosis, Computer-Assisted; Gene Expression Profiling; Genetic Predisposition to Disease; Genetic Screening; Humans; Neoplasm Proteins; Neoplasms; Oligonucleotide Array Sequence Analysis; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Software; Tumor Markers, Biological; User-Computer Interface},
+ Owner = {luca},
+ Pii = {bti033},
+ Pmid = {15374862},
+ Timestamp = {2007.03.12},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/bti033}
+}
+
+@Article{Stegeman2010,
+ Title = {Subtracting a best rank-1 approximation may increase tensor rank},
+ Author = {Stegeman, Alwin and Comon, Pierre},
+ Journal = {Lin. Alg. Apps.},
+ Year = {2010},
+ Number = {7},
+ Pages = {1276--1300},
+ Volume = {433},
+
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Stein1981,
+ Title = {Estimation of the mean of a multivariate normal distribution},
+ Author = {Stein, Charles M.},
+ Journal = {Ann. Stats.},
+ Year = {1981},
+ Number = {6},
+ Pages = {1135--1151},
+ Volume = {9},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.04}
+}
+
+@PhdThesis{Steinbach1995,
+ Title = {{F}ast recursive {SQP} methods for large-scale optimal control problems},
+ Author = {Steinbach, {M.C.}},
+ School = {Universit\"at Heidelberg},
+ Year = {1995},
+
+ Address = {{IWR}},
+ Type = {{P}h{D} thesis},
+
+ File = {Steinbach1995.pdf:Steinbach1995.pdf:PDF},
+ Keywords = {agbock SQP optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Steinwart2005,
+ Title = {Consistency of support vector machines and other regularized kernel classifiers},
+ Author = {Steinwart, I.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2005},
+ Number = {1},
+ Pages = {128--142},
+ Volume = {51},
+
+ File = {steinwart2005consistency.pdf:Statistical Learning/steinwart2005consistency.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2009.11.04}
+}
+
+@Book{Steinwart2008,
+ Title = {Support Vector Machines},
+ Author = {Steinwart, Ingo and Christmann, Andreas},
+ Publisher = {Springer Publishing Company, Incorporated},
+ Year = {2008},
+ Edition = {1st},
+
+ File = {:Statistical Learning\\Support Vector Machines by Ingo Steinwart.pdf:PDF},
+ ISBN = {0387772413},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Stephanopoulos1975,
+ Title = {The use of {H}estenes' method of multipliers to resolve dual gaps in engineering system optimization},
+ Author = {Stephanopoulos, G. and Westerberg A.W.},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1975},
+ Pages = {285--309},
+ Volume = {15},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.07}
+}
+
+@Conference{Sternberg2012c,
+ Title = {{R}obust and {S}table {P}eriodic {F}light of {P}ower {G}enerating {K}ite {S}ystems in a {T}urbulent {W}ind {F}low {F}ield},
+ Author = {Julia Sternberg and Jay Goit and Sebastien Gros and Johan Meyers and Moritz Diehl},
+ Booktitle = {IFAC Workshop on Control Apps. of Opt.},
+ Year = {2012},
+
+ Abstract = {Power-generating kite systems extract energy from the wind by periodically pulling a generator on the ground while flying fast in a crosswind direction. Kite systems are intrinsically unstable, and subject to atmospheric turbulences. As an alternative to closed-loop control, this paper investigates the open-loop stabilization and robustification of a kite system using techniques based on the solution of Lyapunov differential equation. A wind flow is computed as a solution to a time-dependent three dimensional Navier-Stokes equation. Open-loop stable trajectories for the power-generating kite system are computed based on the statistical properties of the wind field, and are robustified with respect to the system constraints. The stability and robustness of the resulting trajectories are assessed by simulating the system using the computed time- and space-dependent turbulent wind flow.},
+ File = {:Sternberg2012d.pdf:PDF},
+ Owner = {julia},
+ Timestamp = {2012.06.27}
+}
+
+@Conference{Sternberg2012a,
+ Title = {{A}pproximate {R}obust {O}ptimal {C}ontrol of {P}eriodic {S}ystems with {I}nvariants and {H}igh-{I}ndex {D}ifferential {A}lgebraic {S}ystems},
+ Author = {J. Sternberg and S. Gros and B. Houska and M. Diehl},
+ Booktitle = {IFAC Symp. Robust Control Design},
+ Year = {2012},
+ Pages = {678-683},
+
+ Abstract = {In this paper we present solution approaches for uncertain periodic optimal control problems with invariants that arise e.g., after index reduction of high-index differential algebraic systems. There are two difficulties to be addressed: first, we encounter a redundancy in the periodic boundary constraints which is due to the presence of invariants. And second, we have to deal with the presence of uncertainties. To address the first problem we discuss both a projection and a null-space based reformulation approaches that avoid the redundancies in the constraints. Concerning the uncertainties, we discuss an approximate robust optimal control formulation based on Lyapunov differential equations. Here, the invariants and periodic boundary constraints have to be taken into account, too. We illustrate our techniques by optimizing an open-loop controlled inverted pendulum which is described by index three differential algebraic equations and is affected by unknown forces.},
+ File = {:Sternberg2012b.pdf:PDF},
+ Journal = {{I}n {P}roceedings of the 7th {I}{F}{A}{C} {S}ymposium on {R}obust {C}ontrol {D}esign},
+ Owner = {julia},
+ Timestamp = {2012.06.27}
+}
+
+@Conference{Sternberg2012,
+ Title = {{A} {S}tructure {E}xploiting {A}lgorithm for {A}pproximate {R}obust {O}ptimal {C}ontrol with {A}pplication to {P}ower {G}enerating {K}ites},
+ Author = {J. Sternberg and B. Houska and M. Diehl},
+ Booktitle = {Proc. Amer. Control Conf.},
+ Year = {2012},
+
+ Abstract = {In the present paper we discuss numerical solution strategies for robust optimal control problems. Here, our motivation is to optimize the dynamic open-loop behaviour of a kite, which is affected by unknown wind turbulence. After reviewing some existing strategies for robust optimal control, we specialize on a particular approach which uses a Lyapunov differential equation in order to approximate the influence of the uncertainties on the state of the dynamic system and to guarantee stability of periodic systems. We propose strategies to exploit the structure of the corresponding formulation and provide an open-source implementation of the algorithm. The practical advantage of this implementation is illustrated by applying it to a robustness and stability optimization problem for a power generating kite system. Here, the model equations and system parameters are inspired from a real-world application.},
+ File = {:Sternberg2012a.pdf:PDF},
+ Owner = {julia},
+ Timestamp = {2012.06.27}
+}
+
+@Conference{Sternberg2012b,
+ Title = {{A} {T}oolkit for {E}fficient {C}omputation of {S}ensitivities in {A}pproximate {R}obust {O}ptimal {C}ontrol {P}roblems},
+ Author = {J. Sternberg and B. Houska and F. Logist and D. Telen and J. Van Impe and M. Diehl},
+ Booktitle = {IFAC Symp. Robust Control Design},
+ Year = {2012},
+ Pages = {183--188},
+
+ Abstract = {Efficient solution approaches for optimal control problems where the dynamics are described by uncertain differential equations are discussed in the present paper. Problems with uncertainties can be addressed by the robust worst-case formulation. In order to numerically solve the robust counterpart for the optimal control problem several approximation techniques can be employed. In this paper we use an approach based on linearization and solution of Lyapunov differential equations. We exploit the structure of the Lyapunov equation in the optimal control context providing an efficient numerical implementation. The capabilities and computational times of the new approach are demonstrated on two (bio)chemical examples.},
+ File = {:Sternberg2012c.pdf:PDF},
+ Owner = {julia},
+ Timestamp = {2012.06.27}
+}
+
+@Article{Stewart2009,
+ Title = {On certain inequalities involving the {L}ambert {$W$} function},
+ Author = {Stewart, Se\'{a}n M.},
+ Journal = {J. Ineq. Pure App. Math.},
+ Year = {2009},
+ Volume = {10},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.28}
+}
+
+@Article{Stingl2009,
+ Title = {{A} {S}equential {C}onvex {S}emidefinite {P}rogramming {A}lgorithm for {M}ultiple-{L}oad {F}ree {M}aterial {O}ptimization},
+ Author = {M. Stingl and M. Kocvara and and G. Leugering},
+ Journal = {SIAM J. Opt.zation},
+ Year = {2009},
+ Number = {1},
+ Pages = {130--155},
+ Volume = {20},
+
+ File = {:Papers/Stingl2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Stojnic2009,
+ Title = {On the reconstruction of block-sparse signals with an optimal number of measurements},
+ Author = {Stojnic, M. and Parvaresh, F. and Hassibi, B.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2009},
+ Number = {8},
+ Pages = {3075--3085},
+ Volume = {57},
+
+ File = {stojnic2009reconstruction.pdf:COMPRESSIVE SENSING/stojnic2009reconstruction.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Stojnic2008,
+ Title = {Compressed sensing-probabilistic analysis of a null-space characterization},
+ Author = {Stojnic, M. and Xu, W. and Hassibi, B.},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2008},
+ Organization = {IEEE},
+ Pages = {3377--3380},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Strehmel1995,
+ Title = {{N}umerik gew\"ohnlicher {D}ifferentialgleichungen},
+ Author = {Strehmel, K. and Weiner, R.},
+ Publisher = {Teubner},
+ Year = {1995},
+
+ Address = {Stuttgart},
+
+ Keywords = {ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Strohmer2009a,
+ Title = {Comments on the randomized Kaczmarz method},
+ Author = {Strohmer, Thomas and Vershynin, Roman},
+ Journal = {J. Fourier Anal. and Apps.},
+ Year = {2009},
+ Number = {4},
+ Pages = {437--440},
+ Volume = {15},
+
+ File = {strohmer2009comments.pdf:strohmer2009comments.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Strohmer2009b,
+ Title = {A randomized Kaczmarz algorithm with exponential convergence},
+ Author = {Strohmer, Thomas and Vershynin, Roman},
+ Journal = {J. Fourier Anal. and Apps.},
+ Year = {2009},
+ Number = {2},
+ Pages = {262--278},
+ Volume = {15},
+
+ File = {strohmer2009randomized.pdf:COMPRESSIVE SENSING/strohmer2009randomized.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Studer2012b,
+ Title = {Recovery of sparsely corrupted signals},
+ Author = {Studer, Ghristoph and Kuppinger, Patrick and Pope, Graeme and B\"{o}lcskei, Helmut},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2012},
+
+ Month = may,
+ Number = {5},
+ Pages = {3115--3130},
+ Volume = {58},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.22}
+}
+
+@Article{Studer2012,
+ Title = {Compressive fluorescence microscopy for biological and hyperspectral imaging},
+ Author = {Studer, Vincent and Bobin, J\'{e}rome and Chahid, Makhlad and Mousavi, Hamed Shams and Candes, Emmanuel and Dahan, Maxime},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2012},
+
+ Month = jun,
+ Number = {26},
+ Pages = {E1679--E1687},
+ Volume = {109},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.24}
+}
+
+@Article{Sturm1999,
+ Title = {Using SeDuMi 1.02: A Matlab toolbox for optimization over symmetric cones},
+ Author = {F. Sturm},
+ Journal = {Opt. Methods and Softw.},
+ Year = {1999},
+ Pages = {625--653},
+ Volume = {11-12},
+
+ File = {:Papers/Sturm1999.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Subramanian2005,
+ Title = {Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles},
+ Author = {Subramanian, A. and Tamayo, P. and Mootha, V.K. and Mukherjee, S. and Ebert, B.L. and Gillette, M.A. and Paulovich, A. and Pomeroy, S.L. and Golub, T.R. and Lander, E.S. and others},
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2005},
+ Number = {43},
+ Pages = {15545--15550},
+ Volume = {102},
+
+ File = {subramanian2005gene.pdf:subramanian2005gene.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {National Acad Sciences},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Sun2006,
+ Title = {The strong second order sufficient condition and constraint non-degeneracy in nonlinear semidefinite programming and their implications},
+ Author = {D. Sun},
+ Journal = {Math. Oper. Res.},
+ Year = {2006},
+ Number = {4},
+ Pages = {761--776},
+ Volume = {31},
+
+ File = {:Papers/Sun2006.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@InProceedings{Sutton2000,
+ Title = {{P}erformance and {C}omputational {I}mplementation of {N}onlinear {M}odel {P}redictive {C}ontrol on a {S}ubmarine},
+ Author = {Sutton, G.J. and Bitmead, R.R.},
+ Booktitle = {Nonlinear Predictive Control},
+ Year = {2000},
+
+ Address = {Basel Boston Berlin},
+ Editor = {F. Allg\"ower and A. Zheng},
+ Pages = {461--472},
+ Publisher = {Birkh\"auser},
+ Series = {Progress in Systems Theory},
+ Volume = {26},
+
+ Key = {ISBN 3-7643-6297-9},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Svanberg1987,
+ Title = {The method of moving asymptotes - a new method for structural optimization},
+ Author = {K. Svanberg},
+ Journal = {Int. J. Numer. Meths. Engng.},
+ Year = {1987},
+ Pages = {359--373},
+ Volume = {24},
+
+ File = {:Papers/Svanberg1987.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@InProceedings{Szabo2011,
+ Title = {Online group-structured dictionary learning},
+ Author = {Szab{\'o}, Z. and P{\'o}czos, B. and Lorincz, A.},
+ Booktitle = {Comp. Vis. Pattern Recog. (CVPR)},
+ Year = {2011},
+ Organization = {IEEE},
+ Pages = {2865--2872},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Szafranski2010,
+ Title = {Composite kernel learning},
+ Author = {Szafranski, M. and Grandvalet, Y. and Rakotomamonjy, A.},
+ Journal = {Mach. Learn.},
+ Year = {2010},
+ Number = {1},
+ Pages = {73--103},
+ Volume = {79},
+
+ File = {szafranski2010composite.pdf:Statistical Learning\\Kernel Learning\\szafranski2010composite.pdf:PDF},
+ Keywords = {kernel learning, group lasso, svm},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Szedmak2005a,
+ Title = {Learning via Linear Operators: Maximum Margin Regression},
+ Author = {Sandor Szedmak and John Shawe-taylor and Isis Group},
+ Institution = {In Proceedings of 2001 IEEE International Conference on Data Mining},
+ Year = {2005},
+
+ File = {szedmak2005learning.pdf:Statistical Learning/szedmak2005learning.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Szedmak2005,
+ Title = {Multiclass Learning at One-Class Complexity},
+ Author = {Szedmak, S. and Shawe-Taylor, J.},
+ Institution = {School of Electronics and Computer Science, Southampton, UK.},
+ Year = {2005},
+
+ File = {szedmak05multiclass.pdf:Statistical Learning/Multiclass/szedmak05multiclass.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.06.26}
+}
+
+@TechReport{Szlam,
+ Title = {A general framework for adaptive regularization based on
+diffusion processes on graphs},
+ Author = {Szlam, Maggioni, Coifman},
+
+ File = {MaggioniCoifmanDiffusionRegularization.pdf:Statistical Learning/MaggioniCoifmanDiffusionRegularization.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@InProceedings{Szummer2003,
+ Title = {Information Regularization with Partially Labeled Data},
+ Author = {Martin Szummer and Tommi Jaakkola},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2003},
+ Month = {jan},
+ Pages = {1025-1032},
+ Publisher = {{MIT} Press},
+ Volume = {15},
+
+ Citeseerurl = {citeseer.ist.psu.edu/szummer03information.html},
+ File = {Statistical Learning\\szummer03information.pdf:Statistical Learning\\szummer03information.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2007.01.29},
+ Url = {http://research.microsoft.com/~szummer/papers/SzummerJaakkola-nips02.pdf}
+}
+
+@Article{Tuetuenkue2003,
+ Title = {Solving semidefinite-quadratic-linear programs using SDPT3},
+ Author = {R.H. T\"{u}t\"{u}nk\"{u} and K.C. Toh and M.J. Todd},
+ Journal = {Math. Program.},
+ Year = {2003},
+ Pages = {189--217},
+ Volume = {95},
+
+ File = {:Papers/Tutunku2003.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Tai2007,
+ Title = {Incorporating prior knowledge of gene functional groups into regularized discriminant analysis of microarray data.},
+ Author = {Feng Tai and Wei Pan},
+ Journal = {Bioinformatics},
+ Year = {2007},
+
+ Month = {Dec},
+ Number = {23},
+ Pages = {3170--3177},
+ Volume = {23},
+
+ Abstract = {MOTIVATION: Discriminant analysis for high-dimensional and low-sample-sized data has become a hot research topic in bioinformatics, mainly motivated by its importance and challenge in applications to tumor classifications for high-dimensional microarray data. Two of the popular methods are the nearest shrunken centroids, also called predictive analysis of microarray (PAM), and shrunken centroids regularized discriminant analysis (SCRDA). Both methods are modifications to the classic linear discriminant analysis (LDA) in two aspects tailored to high-dimensional and low-sample-sized data: one is the regularization of the covariance matrix, and the other is variable selection through shrinkage. In spite of their usefulness, there are potential limitations with each method. The main concern is that both PAM and SCRDA are possibly too extreme: the covariance matrix in the former is restricted to be diagonal while in the latter there is barely any restriction. Based on the biology of gene functions and given the feature of the data, it may be beneficial to estimate the covariance matrix as an intermediate between the two; furthermore, more effective shrinkage schemes may be possible. RESULTS: We propose modified LDA methods to integrate biological knowledge of gene functions (or variable groups) into classification of microarray data. Instead of simply treating all the genes independently or imposing no restriction on the correlations among the genes, we group the genes according to their biological functions extracted from existing biological knowledge or data, and propose regularized covariance estimators that encourages between-group gene independence and within-group gene correlations while maintaining the flexibility of any general covariance structure. Furthermore, we propose a shrinkage scheme on groups of genes that tends to retain or remove a whole group of the genes altogether, in contrast to the standard shrinkage on individual genes. We show that one of the proposed methods performed better than PAM and SCRDA in a simulation study and several real data examples.},
+ Doi = {10.1093/bioinformatics/btm488},
+ File = {tai07prior.pdf:BIO/Gene Expression/tai07prior.pdf:PDF},
+ Keywords = {Algorithms; Artificial Intelligence; Data Interpretation, Statistical; Discriminant Analysis; Gene Expression Profiling; Multigene Family; Oligonucleotide Array Sequence Analysis; Pattern Recognition, Automated},
+ Owner = {baldazen},
+ Pii = {btm488},
+ Pmid = {17933851},
+ Timestamp = {2008.04.15},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/btm488}
+}
+
+@Book{Talagrand2005,
+ Title = {The Generic Chaining},
+ Author = {Talagrand, Michel},
+ Publisher = {Springer-Verl.},
+ Year = {2005},
+
+ Address = {Berlin},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.25}
+}
+
+@Misc{Talairach1988,
+ Title = {A stereotactic coplanar atlas of the human brain},
+
+ Author = {Talairach, P. and Tournoux, J.},
+ Year = {1988},
+
+ Owner = {jmscarlett},
+ Publisher = {Stuttgart: Thieme},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Tamimi2010,
+ Title = {A combined approach to nonlinear model predictive control of fast systems},
+ Author = {Jasem Tamimi and Pu Li},
+ Journal = {J. Proc. Control},
+ Year = {2010},
+ Note = {ADCHEM 2009 Special Issue},
+ Number = {9},
+ Pages = {1092 - 1102},
+ Volume = {20},
+
+ Doi = {DOI: 10.1016/j.jprocont.2010.06.002},
+ File = {Tamimi2010.pdf:Tamimi2010.pdf:PDF},
+ ISSN = {0959-1524},
+ Keywords = {Nonlinear model predictive control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0959152410001137}
+}
+
+@Article{Tan2014,
+ Title = {Strong Impossibility Results for Sparse Signal Processing},
+ Author = {Tan, V.Y.F. and Atia, G.K.},
+ Journal = {IEEE Sig. Proc. Letters},
+ Year = {2014},
+
+ Month = {March},
+ Number = {3},
+ Pages = {260-264},
+ Volume = {21},
+
+ ISSN = {1070-9908},
+ Owner = {jmscarlett}
+}
+
+@Article{Tan2014a,
+ Title = {On the Dispersions of Three Network Information Theory Problems},
+ Author = {Tan, V.Y.F. and Kosut, O.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2014},
+
+ Month = {Feb.},
+ Number = {2},
+ Pages = {881-903},
+ Volume = {60},
+
+ Doi = {10.1109/TIT.2013.2291231},
+ ISSN = {0018-9448},
+ Keywords = {broadcast channels;channel coding;entropy codes;error statistics;matrix algebra;multi-access systems;source coding;Slepian-Wolf boundary;asymmetric broadcast channel;distributed lossless source coding;entropy dispersion matrix;error probability;local dispersion;multidimensional Berry-Esséen theorem;multiple access channel;nonasymptotic rate region;scalar dispersion;three network information theory;vector rate redundancy theorem;weighted sum-rate dispersion;Channel coding;Entropy;Error probability;Source coding;Vectors;Dispersion;Slepian-Wolf;asymmetric broadcast channel;multiple-access channel;network information theory;second-order coding rates},
+ Owner = {jmscarlett}
+}
+
+@Article{Tanaka2005,
+ Title = {Approximate belief propagation, density evolution, and statistical neurodynamics for {CDMA} multiuser detection},
+ Author = {Tanaka, T. and Okada, M.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2005},
+
+ Month = {Feb.},
+ Number = {2},
+ Pages = {700-706},
+ Volume = {51},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Article{Tanartkit1996,
+ Title = {{A} nested, simultaneous approach for dynamic optimization problems -- {I}.},
+ Author = {Tanartkit, P. and L.T. Biegler},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1996},
+ Pages = {735--741},
+ Volume = {20},
+
+ Keywords = {optimal control collocation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Tanartkit1995,
+ Title = {{S}table decomposition for dynamic optimization},
+ Author = {Tanartkit, P. and L.T. Biegler},
+ Journal = {Ind. Eng. Chem. Res.},
+ Year = {1995},
+ Pages = {1253--1266},
+ Volume = { 34},
+
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Tang2012,
+ Title = {Compressed sensing off the grid},
+ Author = {G. Tang and B. N. Bhaskar and P. A. Shah and B. Recht},
+ Journal = {arXiv preprint arXiv:1207.6053},
+ Year = {2012},
+ Pages = {1--51},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.04}
+}
+
+@Article{Tanikawa1985,
+ Title = {A new technique for nonconvex primal-dual decomposition of a large-scale separable optimization problem},
+ Author = {A. Tanikawa and H. Mukai},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {1985},
+ Number = {2},
+ Pages = {133--143},
+ Volume = {30},
+
+ File = {:Papers/Tanikawa1985.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2011.11.21}
+}
+
+@Article{Tao2012,
+ Title = {On the $O(1/t)$ Convergence Rate of Alternating Direction Method with Logarithmic-Quadratic Proximal Regularization},
+ Author = {M. Tao and X. Yuan},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {4},
+ Pages = {1431--1448},
+ Volume = {22},
+
+ File = {:Papers/Tao2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.01}
+}
+
+@Article{Tao2005,
+ Title = {An uncertainty principle for cyclic groups of prime order},
+ Author = {Tao, Terence},
+ Journal = {Math. Res. Lett.},
+ Year = {2005},
+ Pages = {121--127},
+ Volume = {12},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.21}
+}
+
+@Article{Tatjewski1989,
+ Title = {{N}ew {D}ual-{T}ype {D}ecomposition {A}lgorithm for {N}onconvex {S}eparable {O}ptimization {P}roblems},
+ Author = {Tatjewski, P.},
+ Journal = {Automatica},
+ Year = {1989},
+ Number = {2},
+ Pages = {233--242},
+ Volume = {25},
+
+ File = {:Papers/Tatjewski1989.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.07}
+}
+
+@Article{Tatjewski1990,
+ Title = {{T}wo-{L}evel {P}rimal-{D}ual {D}ecomposition {T}echnique for {L}arge-{S}cale {N}onconvex {O}ptimization {P}roblems with
+{C}onstraints},
+ Author = {Tatjewski, P. and Engelmann, B.},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1990},
+ Number = {1},
+ Pages = {183--205},
+ Volume = {64},
+
+ File = {:Papers/Tatjewski1990.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.07}
+}
+
+@Article{Taylor2013,
+ Title = {The geometry of least squares in the 21st century},
+ Author = {Taylor, Jonathan},
+ Journal = {Bernoulli},
+ Year = {2013},
+ Number = {4},
+ Pages = {1449--1464},
+ Volume = {19},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.28}
+}
+
+@Article{Temlyakov2003,
+ Title = {Nonlinear methods of approximation},
+ Author = {Temlyakov, Vladimir N},
+ Journal = {Found. Comp. Math.},
+ Year = {2003},
+ Number = {1},
+ Pages = {33--107},
+ Volume = {3},
+
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Tenenbaum2000,
+ Title = {A global geometric framework for nonlinear dimensionality reduction.},
+ Author = {J. B. Tenenbaum and V. de Silva and J. C. Langford},
+ Journal = {Science},
+ Year = {2000},
+
+ Month = {Dec},
+ Number = {5500},
+ Pages = {2319--2323},
+ Volume = {290},
+
+ Abstract = {Scientists working with large volumes of high-dimensional data, such as global climate patterns, stellar spectra, or human gene distributions, regularly confront the problem of dimensionality reduction: finding meaningful low-dimensional structures hidden in their high-dimensional observations. The human brain confronts the same problem in everyday perception, extracting from its high-dimensional sensory inputs-30,000 auditory nerve fibers or 10(6) optic nerve fibers-a manageably small number of perceptually relevant features. Here we describe an approach to solving dimensionality reduction problems that uses easily measured local metric information to learn the underlying global geometry of a data set. Unlike classical techniques such as principal component analysis (PCA) and multidimensional scaling (MDS), our approach is capable of discovering the nonlinear degrees of freedom that underlie complex natural observations, such as human handwriting or images of a face under different viewing conditions. In contrast to previous algorithms for nonlinear dimensionality reduction, ours efficiently computes a globally optimal solution, and, for an important class of data manifolds, is guaranteed to converge asymptotically to the true structure.},
+ Doi = {10.1126/science.290.5500.2319},
+ File = {Statistical Learning\\tenenbaum00NonlinearReduction.pdf:Statistical Learning\\tenenbaum00NonlinearReduction.pdf:PDF},
+ Keywords = {Algorithms; Artificial Intelligence; Face; Humans; Mathematics; Pattern Recognition, Visual; Visual Perception},
+ Owner = {BaldaZen},
+ Pii = {290/5500/2319},
+ Pmid = {11125149},
+ Timestamp = {2007.01.29},
+ Url = {http://dx.doi.org/10.1126/science.290.5500.2319}
+}
+
+@PhdThesis{Tenny2002,
+ Title = {{C}omputational {S}trategies for {N}onlinear {M}odel {P}redictive {C}ontrol},
+ Author = {M. Tenny},
+ School = {University of Wisconsin-Madison},
+ Year = {2002},
+ Month = {June},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Tenny2001,
+ Title = {{F}easible real-time nonlinear model predictive control},
+ Author = {Tenny, M.J. and Rawlings, J.B.},
+ Booktitle = {Int. Conf. Chem. Proc. Control (CPC)},
+ Year = {2001},
+ Series = {{AIChE} Symposium Series},
+
+ Editors = {Rawlings, J.B. and Ogunaike, A. and Eaton, J.W.},
+ Keywords = {optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Tenny2004,
+ Title = {{N}onlinear model predictive control via feasibility-perturbed sequential quadratic programming},
+ Author = {M.J. Tenny and S.J. Wright and J.B. Rawlings},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2004},
+
+ Month = {April},
+ Number = {1},
+ Pages = {87--121},
+ Volume = {28},
+
+ File = {Tenny2004.pdf:Tenny2004.pdf:PDF},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Tenny2002a,
+ Title = {{N}onlinear {M}odel {P}redictive {C}ontrol via {F}easibility-{P}erturbed {S}equential {Q}uadratic {P}rogramming},
+ Author = {Tenny, M.J. and Wright, S.J. and Rawlings, J.B.},
+ Institution = {Texas-Wisconsin Modeling and Control Consortium},
+ Year = {2002},
+ Type = {Technical Report {TWMCC-2002-02} },
+
+ File = {Tenny2002a.pdf:Tenny2002a.pdf:PDF},
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Terwen2004,
+ Title = {{P}redictive powertrain control for heavy duty trucks},
+ Author = {Terwen, S. and Back, M. and Krebs, V.},
+ Booktitle = {Proc. IFAC Symp. Adv. Aut. Control},
+ Year = {2004},
+
+ Address = {Salerno, Italy},
+ Pages = {451--457},
+
+ File = {Terwen2004.pdf:Terwen2004.pdf:PDF},
+ Keywords = {MIOC optimal control multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Terwiesch1994,
+ Title = {{O}n-line corrections of pre-optimized input profiles for batch reactors},
+ Author = {Terwiesch, P. and Agarwal, M.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1994},
+ Pages = {433--437},
+ Volume = {18},
+
+ Keywords = {optimal control NMPC chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Terwiesch1994a,
+ Title = {{B}atch unit optimization with imperfect modeling - {A} survey},
+ Author = {Terwiesch, P. and Agarwal, M. and Rippin, D.W.T.},
+ Journal = {J. Proc. Control},
+ Year = {1994},
+ Pages = {238--258},
+ Volume = {4},
+
+ Keywords = {optimal control chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Tewari2005,
+ Title = {On the consistency of multiclass classification methods},
+ Author = {Tewari, Ambuj and Bartlett, Peter L.},
+ Booktitle = {Proc. Annual Conf. Learn. Theory},
+ Year = {2005},
+ Note = {Winner of the Student Paper Award},
+ Pages = {143-157},
+ Publisher = {Springer},
+ Volume = {3559},
+
+ File = {TewariBartlett05ConsistencyMulticlass.pdf:Statistical Learning/Multiclass/TewariBartlett05ConsistencyMulticlass.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.27}
+}
+
+@Article{Thevenet2006,
+ Title = {Nonlinear spectral {SDP} method for {BMI}-constrained problems: applications to control design},
+ Author = {J.B. Thevenet and D. Noll and P. Apkarian},
+ Journal = {Informatics in Control, Automation and Robotics},
+ Year = {2006},
+ Pages = {61--72},
+ Volume = {1},
+
+ File = {:Papers/Thevenet2006.ps:PostScript},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Thrampoulidis2014,
+ Title = {Simple error bounds for regularized noisy linear inverse problems},
+ Author = {Thrampoulidis, Christos and Oymak, Samet and Hassibi, Babak},
+ Year = {2014},
+ Note = {arXiv:1401.6578v1 [math.OC]},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.28}
+}
+
+@Article{Tibshirani1996,
+ Title = {Regression shrinkage and selection via the lasso},
+ Author = {Tibshirani, Robert},
+ Journal = {J. Royal Stat. Soc. Ser. B},
+ Year = {1996},
+ Number = {1},
+ Pages = {267--288},
+ Volume = {58},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Tibshirani2004,
+ Title = {Sample classification from protein mass spectrometry by 'peak probability contrasts'.},
+ Author = {Robert Tibshirani and Trevor Hastie and Balasubramanian Narasimhan and Scott Soltys and Gongyi Shi and Albert Koong and Quynh-Thu Le},
+ Journal = {Bioinformatics},
+ Year = {2004},
+
+ Month = {Nov},
+ Number = {17},
+ Pages = {3034--3044},
+ Volume = {20},
+
+ Abstract = {MOTIVATION: Early cancer detection has always been a major research focus in solid tumor oncology. Early tumor detection can theoretically result in lower stage tumors, more treatable diseases and ultimately higher cure rates with less treatment-related morbidities. Protein mass spectrometry is a potentially powerful tool for early cancer detection. We propose a novel method for sample classification from protein mass spectrometry data. When applied to spectra from both diseased and healthy patients, the 'peak probability contrast' technique provides a list of all common peaks among the spectra, their statistical significance and their relative importance in discriminating between the two groups. We illustrate the method on matrix-assisted laser desorption and ionization mass spectrometry data from a study of ovarian cancers. RESULTS: Compared to other statistical approaches for class prediction, the peak probability contrast method performs as well or better than several methods that require the full spectra, rather than just labelled peaks. It is also much more interpretable biologically. The peak probability contrast method is a potentially useful tool for sample classification from protein mass spectrometry data.},
+ Doi = {10.1093/bioinformatics/bth357},
+ File = {BIO\\Peak04Tibshirani.pdf:BIO\\Peak04Tibshirani.pdf:PDF},
+ Keywords = {Algorithms; Artificial Intelligence; Cluster Analysis; Diagnosis, Computer-Assisted; Female; Humans; Models, Biological; Models, Statistical; Neoplasm Proteins; Ovarian Neoplasms; Reproducibility of Results; Sensitivity and Specificity; Spectrometry, Mass, Electrospray Ionization; Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization; Tumor Markers, Biological},
+ Owner = {BaldaZen},
+ Pii = {bth357},
+ Pmid = {15226172},
+ Timestamp = {2007.02.01},
+ Url = {http://dx.doi.org/10.1093/bioinformatics/bth357}
+}
+
+@Article{Tibshirani2005,
+ Title = {Sparsity and smoothness via the fused lasso},
+ Author = {Tibshirani, R. and Saunders, M. and Rosset, S. and Zhu, J. and Knight, K.},
+ Journal = {J. Royal Stat. Soc.: Series B (Statistical Methodology)},
+ Year = {2005},
+ Number = {1},
+ Pages = {91--108},
+ Volume = {67},
+
+ Owner = {jmscarlett},
+ Publisher = {Wiley Online Library},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Tibshirani2012,
+ Title = {Degrees of freedom in lasso problems},
+ Author = {Tibshirani, Ryan J. and Taylor, Jonathan},
+ Journal = {Ann. Stats.},
+ Year = {2012},
+ Number = {2},
+ Pages = {1198--1232},
+ Volume = {40},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.08}
+}
+
+@Article{Tibshirani2011,
+ Title = {The solution path of the generalized lasso},
+ Author = {Tibshirani, Ryan J. and Taylor, Jonathan},
+ Journal = {Ann. Stats.},
+ Year = {2011},
+ Number = {3},
+ Pages = {1335--1371},
+ Volume = {39},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.16}
+}
+
+@Book{Tikhonov1977,
+ Title = {Solutions of Ill-posed Problems},
+ Author = {Tikhonov, A. N. and Arsenin, V. Y.},
+ Publisher = {John Wiley},
+ Year = {1977},
+
+ Owner = {baldazen},
+ Timestamp = {2008.09.24}
+}
+
+@TechReport{Toh2010,
+ Title = {On the implementation and usage of {SDPT}3 -- a {M}atlab software package for semidefinite-quadratic-linear programming, version 4.0},
+ Author = {K.-Ch. Toh and M.J. Todd and R.H. T\''{u}t\"{u}nc\"{u}},
+ Institution = {NUS Singapore},
+ Year = {2010},
+ Type = {Tech. Report},
+
+ File = {:Papers/Toh2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Toh2010a,
+ Title = {An accelerated proximal gradient algorithm for nuclear norm regularized linear least squares problems},
+ Author = {Toh, Kim-Chuan and Yun, Sangwoon},
+ Journal = {Pac. J. Opt.},
+ Year = {2010},
+ Number = {615-640},
+ Pages = {15},
+ Volume = {6},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@PhdThesis{Toumi2004,
+ Title = {{O}ptimaler {B}etrieb und {R}egelung von {S}imulated {M}oving {B}ed {P}rozessen},
+ Author = {A. Toumi},
+ School = {Fachbereich Bio und Chemieingenieurwesen, Universit\"at Dortmund},
+ Year = {2004},
+
+ File = {Toumi2004.pdf:Toumi2004.pdf:PDF},
+ Keywords = {optimal control PDE chemistry multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Toumi2005,
+ Title = {{F}inite {H}orizon {O}ptimizing {C}ontrol of {A}dvanced {SMB} {C}hromatographic {P}rocesses},
+ Author = {A. Toumi and M. Diehl and S.~Engell and H.G. Bock and J.P. Schl\"oder},
+ Booktitle = {{IFAC World Congress}},
+ Year = {2005},
+
+ Address = {Prague},
+ Note = {(CD ROM)},
+
+ Doi = {10.3182/20050703-6-CZ-1902.01675},
+ File = {Toumi2005.pdf:Toumi2005.pdf:PDF},
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.ifac-papersonline.net/Detailed/28956.html}
+}
+
+@Article{Toumi2004a,
+ Title = {{O}ptimierungsbasierte {R}egelung {E}ines {I}ntegrierten {R}eaktiven {C}hromatographischen {T}rennprozesses},
+ Author = {A. Toumi and S. Engell},
+ Journal = {Automatisierungstechnik},
+ Year = {2004},
+ Pages = {13--22},
+ Volume = {52},
+
+ Keywords = {chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Toumi2007,
+ Title = {{E}fficient {O}ptimization of {S}imulated {M}oving {B}ed {P}rocesses},
+ Author = {A. Toumi and S. Engell and M. Diehl and H.G. Bock and J.P. Schl\"oder},
+ Journal = {Chem. Eng. Proc.},
+ Year = {2007},
+ Note = {(submitted as invited article)},
+ Pages = {1067-1084},
+ Volume = {46},
+
+ Doi = {10.1016/j.cep.2006.06.026},
+ File = {Toumi2007.pdf:Toumi2007.pdf:PDF},
+ Keywords = {agbock optimal control PDE chemistry multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0255270107001146}
+}
+
+@Article{Toumi2002,
+ Title = {{A}synchron {G}etaktete {G}egenstromchromatographie - {P}rinzip und {O}ptimaler {B}etrieb},
+ Author = {A. Toumi and S. Engell and F. Hanisch},
+ Journal = {Chemie {I}ngenieur {T}echnik},
+ Year = {2002},
+ Pages = {1483--1490},
+ Volume = {74},
+
+ Keywords = {chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Toumi2003,
+ Title = {{O}ptimization of {S}imulated {M}oving {B}ed and {VARICOL} {P}rocesses},
+ Author = {A. Toumi and S. Engell and O. Ludemann-Hombourger and R.-M. Nicoud and M. Bailly},
+ Journal = {J. Chromat. A},
+ Year = {2003},
+ Pages = {15--31},
+ Volume = {1006},
+
+ Keywords = {optimal control PDE chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Toumi2002a,
+ Title = {{O}ptimal {O}peration of {C}ontinuous {C}hromatographic {P}rocesses: {M}athematical {O}ptimization of the {VARICOL} {P}rocess},
+ Author = {A. Toumi and F. Hanisch and S. Engell},
+ Journal = {Ind. Eng. Chem. Res.},
+ Year = {2002},
+ Pages = {4328--4337},
+ Volume = {41},
+
+ Keywords = {optimal control PDE chemistry},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@PhdThesis{Tran-Dinh2012e,
+ Title = {{S}equential {C}onvex {P}rogramming and {D}ecomposition {A}pproaches for {N}onlinear {O}ptimization},
+ Author = {Q. Tran-Dinh},
+ School = {Arenberg Doctoral School, KU Leuven},
+ Year = {2012},
+
+ Address = {Department of Electrical Engineering (ESAT/SCD) and Optimization in Engineering Center,
+Kasteelpark Arenberg 10, 3001-Heverlee, Belgium},
+ Month = {November},
+ Type = {PhD thesis},
+
+ File = {:Papers/TranDinh2012g.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Conference{Tran-Dinh2014,
+ Title = {Constrained convex minimization via model-based excessive gap},
+ Author = {Tran-Dinh, Quoc and Cevher, Volkan},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2014},
+
+ Date-added = {2014-11-06 17:48:05 +0000},
+ Date-modified = {2014-11-06 17:49:18 +0000},
+ Owner = {jmscarlett},
+ Read = {1},
+ Timestamp = {2014.11.25}
+}
+
+@Unpublished{Tran-Dinh2014a,
+ Title = {A Primal-Dual Algorithmic Framework for Constrained Convex Minimization},
+ Author = {Quoc Tran-Dinh and Volkan Cevher},
+ Note = {http://arxiv.org/abs/1406.5403},
+
+ Month = {June},
+ Year = {2014},
+
+ Owner = {Jono},
+ Timestamp = {2014.08.17}
+}
+
+@Article{Tran-Dinh2014d,
+ Title = {A Unified Optimal Primal-Dual Framework For Constrained Convex Minimization},
+ Author = {Q. Tran-Dinh and V. Cevher},
+ Journal = {Tech. Report., LIONS},
+ Year = {2014},
+ Pages = {1--32},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Article{Tran-Dinh2014f,
+ Title = {A Primal-Dual Algorithmic Framework For Constrained Convex Minimization},
+ Author = {Q. Tran-Dinh and V. Cevher},
+ Journal = {Tech. Report., LIONS},
+ Year = {2014},
+ Pages = {1--54},
+
+ Owner = {quoctd},
+ Timestamp = {2014.04.08}
+}
+
+@Article{Tran-Dinh2014g,
+ Title = {Composite convex minimization involving generalized self-concordant cost},
+ Author = {Q. Tran-Dinh and V. Cevher},
+ Journal = {Tech. Report. (LIONS, EPFL)},
+ Year = {2014},
+ Pages = {1--18},
+
+ Owner = {quoctd},
+ Timestamp = {2014.09.29}
+}
+
+@Article{Tran-Dinh2014h,
+ Title = {Barrier smoothing methods for composite nonsmooth convex minimization: {P}art {A} - {F}irst order methods},
+ Author = {Q. Tran-Dinh and V. Cevher},
+ Journal = {Tech. Report.},
+ Year = {2014},
+ Pages = {1--30},
+
+ Owner = {quoctd},
+ Timestamp = {2014.09.29}
+}
+
+@Article{Tran-Dinh2014i,
+ Title = {Barrier smoothing methods for composite nonsmooth convex minimization: {P}art {B} - {S}econd order methods},
+ Author = {Q. Tran-Dinh and V. Cevher},
+ Journal = {Tech. Report. (LIONS, EPFL)},
+ Year = {2014},
+ Pages = {1--32},
+
+ Owner = {quoctd},
+ Timestamp = {2014.09.29}
+}
+
+@TechReport{Tran-Dinh2014j,
+ Title = {An Optimal Primal-Dual Decomposition Framework},
+ Author = {Q. Tran-Dinh and V. Cevher},
+ Institution = {LIONS - EPFL},
+ Year = {2014},
+
+ Owner = {baldassarre},
+ Timestamp = {2014.04.03}
+}
+
+@Conference{Tran-Dinh2010,
+ Title = {{L}ocal {C}onvergence of {S}equential {C}onvex {P}rogramming for {N}onconvex {O}ptimization},
+ Author = {Q. Tran-Dinh and M. Diehl},
+ Booktitle = {Recent advances in optimization and its application in engineering},
+ Year = {2010},
+ Editor = {Diehl, M., Glineur, F.; Jarlebring, E., and Michiels, W.},
+ Pages = {93--103},
+ Publisher = {Springer-Verlag},
+
+ File = {TranDinh2009a.pdf:TranDinh2009a.pdf:PDF},
+ Keywords = {Sequential convex programming, local convergence, nonlinear programming},
+ Owner = {qtrandin},
+ Timestamp = {2010.04.29}
+}
+
+@TechReport{Tran-Dinh2011,
+ Title = {Proximal methods for minimizing the sum of a convex function and a composite function},
+ Author = {Tran-Dinh, Q. and Diehl, M.},
+ Institution = {KU Leuven, OPTEC and ESAT/SCD},
+ Year = {2011},
+
+ Address = {Belgium},
+ Month = {May},
+ Type = {Tech. Report},
+
+ Owner = {quoctd},
+ Timestamp = {2012.07.05}
+}
+
+@Conference{Tran-Dinh2009,
+ Title = {{A}n application of sequential convex programming to time optimal trajectory planning for a car motion},
+ Author = {Q. Tran-Dinh and M. Diehl},
+ Booktitle = {Proc. Conf. Decision and Control},
+ Year = {2009},
+
+ Address = {Shanghai, China},
+ Pages = {4366--4371},
+
+ Doi = {10.1109/CDC.2009.5399823},
+ File = {TranDinh2009.pdf:TranDinh2009.pdf:PDF},
+ Keywords = {Sequential convex programming, time optimal control},
+ Owner = {qtrandin},
+ Timestamp = {2010.04.29},
+ Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5399823}
+}
+
+@TechReport{Tran-Dinh2009b,
+ Title = {{S}equential {C}onvex {P}rogramming {M}ethods for {S}olving {N}onlinear {O}ptimization {P}roblems with {DC} constraints},
+ Author = {Q. Tran-Dinh and M. Diehl},
+ Institution = {ESAT/SCD and OPTEC, KU Leuven},
+ Year = {2009},
+
+ Address = {Belgium},
+ Type = {Tech. Report},
+
+ Owner = {quoctd},
+ Timestamp = {2012.10.12},
+ Url = {http://arxiv.org/abs/1107.5841}
+}
+
+@Article{Tran-Dinh2008,
+ Title = {Extragradient algorithms extended to equilibrium problems},
+ Author = {Q. Tran-Dinh and M. Le Dung and V.H. Nguyen},
+ Journal = {Optimization},
+ Year = {2008},
+ Number = {6},
+ Pages = {749--776},
+ Volume = {57},
+
+ Owner = {quoctd},
+ Timestamp = {2013.11.13}
+}
+
+@Article{Tran-Dinh2012,
+ Title = {Combining convex-concave decompositions and linearization approaches for solving {BMIs}, with application to static output feedback},
+ Author = {Q. Tran-Dinh and S. Gumussoy and W. Michiels and M. Diehl},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {2012},
+ Number = {6},
+ Pages = {1377--1390},
+ Volume = {57},
+
+ File = {:Papers/TranDinh2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2011.11.20},
+ Url = {http://arxiv.org/abs/1109.3320v1}
+}
+
+@Article{Tran-Dinh2014c,
+ Title = {An inexact proximal path-following algorithm for constrained convex minimization},
+ Author = {Q. Tran-Dinh and A. Kyrillidis and V. Cevher},
+ Journal = {SIAM J. Opt.},
+ Year = {2014},
+ Number = {4},
+ Pages = {1718--1745},
+ Volume = {24},
+
+ Owner = {quoctd},
+ Timestamp = {2013.11.14}
+}
+
+@InProceedings{Tran-Dinh2013,
+ Title = {A proximal $\{$N$\}$ ewton framework for composite minimization: Graph learning without $\{$C$\}$ holesky decompositions and matrix inversions},
+ Author = {Tran-Dinh, Q. and Kyrillidis, A. and Cevher, V.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2013},
+ Pages = {271--279},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Tran-Dinh2013e,
+ Title = {No heavy lifting required: {A} proximal path following scheme for conic programming},
+ Author = {Q. Tran-Dinh and A. Kyrillidis and V. Cevher},
+ Journal = {Tech. Report. (LIONS, EPFL)},
+ Year = {2013},
+ Pages = {1--18},
+
+ Owner = {quoctd},
+ Timestamp = {2013.07.17}
+}
+
+@Article{Tran-Dinh2013f,
+ Title = {A proximal Newton framework for composite minimization: {G}raph learning without {C}holesky decompositions and matrix inversions},
+ Author = {Q. Tran-Dinh and A. Kyrillidis and V. Cevher},
+ Journal = {JMLR W\&CP},
+ Year = {2013},
+ Number = {2},
+ Pages = {271--279},
+ Volume = {28},
+
+ Address = {CH-1015 Lausanne, Switzerland},
+ Institution = {Lab. for Information and Inference Systems (LIONS), EPFL, Switzerland},
+ Owner = {quoctd},
+ Timestamp = {2013.01.30}
+}
+
+
+@Article{Tran-Dinh2013g,
+ Title = {Composite self-concordant minimization},
+ Author = {Tran-Dinh, Q. and Kyrillidis, A. and Cevher, V.},
+ Journal = {arXiv preprint arXiv:1308.2867},
+ Year = {2013},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Tran-Dinh2011b,
+ Title = {A splitting proximal point method for Nash-Cournot equilibrium models involving nonconvex cost functions},
+ Author = {Q. Tran-Dinh and M. Le-Dung},
+ Journal = {J. Nonlinear and Convex Analysis},
+ Year = {2011},
+ Number = {3},
+ Pages = {519--533},
+ Volume = {12},
+
+ Owner = {quoctd},
+ Timestamp = {2013.11.13}
+}
+
+@Article{Tran-Dinh2010a,
+ Title = {Iterative methods for solving monotone equilibrium problems via dual gap functions},
+ Author = {Q. Tran-Dinh and M. Le-Dung},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2010},
+ Number = {2},
+ Pages = {709--728},
+ Volume = {51},
+
+ Owner = {quoctd},
+ Timestamp = {2013.11.13}
+}
+
+@InProceedings{Tran-Dinh2014e,
+ Title = {Barrier smoothing for nonsmooth convex minimization},
+ Author = {Tran-Dinh, Quoc and Li, Yen-Huan and Cevher, Volkan},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2014},
+ Pages = {1503--1507},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.08}
+}
+
+@Article{Tran-Dinh2013c,
+ Title = {Minimization of self-concordant like functions},
+ Author = {Tran-Dinh, Quoc and Li, Yen-Huan and Cevher, Volkan},
+ Year = {2013},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.25}
+}
+
+@Article{Tran-Dinh2014b,
+ Title = {{P}ath-{F}ollowing {G}radient-{B}ased {D}ecomposition {A}lgorithms {F}or {S}eparable {C}onvex {O}ptimization},
+ Author = {Q. Tran-Dinh and I. Necoara and M. Diehl},
+ Journal = {J. Global Opt.},
+ Year = {2014},
+ Number = {1},
+ Pages = {59--80},
+ Volume = {59},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Conference{Tran-Dinh2013d,
+ Title = {A dual decomposition algorithm for separable nonconvex optimization using the penalty function framework},
+ Author = {Q. Tran-Dinh and I. Necoara and M. Diehl},
+ Booktitle = {Proc. Conf. Decision and Control},
+ Year = {2013},
+
+ Address = {Florence, Italy},
+ Month = {December},
+ Pages = {2372--2377},
+
+ Owner = {quoctd},
+ Timestamp = {2013.11.13}
+}
+
+@Article{Tran-Dinh2012c,
+ Title = {{F}ast {I}nexact {D}ecomposition {A}lgorithms for {L}arge-{S}cale {S}eparable {C}onvex {O}ptimization},
+ Author = {Q. Tran-Dinh and I. Necoara and M. Diehl},
+ Journal = {Submitted to J. Opt. Theory and Apps. J},
+ Year = {2012},
+ Pages = {1--29},
+
+ File = {:Papers/TranDinh2012h.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.06}
+}
+
+@Article{Tran-Dinh2013b,
+ Title = {{A}n {I}nexact {P}erturbed {P}ath-{F}ollowing {M}ethod for {L}agrangian {D}ecomposition in {L}arge-{S}cale {S}eparable {C}onvex {O}ptimization},
+ Author = {Q. Tran-Dinh and I. Necoara and C. Savorgnan and M. Diehl},
+ Journal = {SIAM J. Opt.},
+ Year = {2013},
+ Number = {1},
+ Pages = {95--125},
+ Volume = {23},
+
+ File = {:Papers/TranDinh2012c.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Tran-Dinh2012b,
+ Title = {Dual extragradient algorithms extended to equilibrium problems},
+ Author = {Q. Tran-Dinh and A. Pham Ngoc and M. Le Dung},
+ Journal = {J. Global Opt.},
+ Year = {2012},
+ Number = {1},
+ Pages = {139--159},
+ Volume = {52},
+
+ Owner = {quoctd},
+ Timestamp = {2013.11.13}
+}
+
+@InProceedings{Tran-Dinh2009a,
+ Title = {Real-Time Sequential Convex Programming for Optimal Control Applications},
+ Author = {Q. Tran-Dinh and C. Savorgnan and M. Diehl},
+ Booktitle = {Modeling, Sim. and Opt. of Complex Processes},
+ Year = {2009},
+ Editor = {Bock, H., Phu, H.X., Rannacher, R. and Schl\"{o}der, J.P.},
+ Pages = {91--101},
+ Publisher = {Springer-Verlag},
+
+ File = {TranDinh2009b.pdf:TranDinh2009b.pdf:PDF},
+ Owner = {qtrandin},
+ Timestamp = {2011.09.12},
+ Url = {http://arxiv.org/abs/1105.3427}
+}
+
+@Article{Tran-Dinh2013a,
+ Title = {{C}ombining {L}agrangian {D}ecomposition and {E}xcessive {G}ap {S}moothing {T}echnique for {S}olving {L}arge-{S}cale {S}eparable {C}onvex {O}ptimization {P}roblems},
+ Author = {Q. Tran-Dinh and C. Savorgnan and M. Diehl},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2013},
+ Number = {1},
+ Pages = {75--111},
+ Volume = {55},
+
+ Doi = {10.1007/s10589-012-9515-6},
+ File = {:Papers/TranDinh2012a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2011.11.20}
+}
+
+@Article{Tran-Dinh2012a,
+ Title = {{A}djoint-based {P}redictor-{C}orrector {S}equential {C}onvex {P}rogramming for {P}arametric {N}onlinear {O}ptimization},
+ Author = {Q. Tran-Dinh and C. Savorgnan and M. Diehl},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {4},
+ Pages = {1258--1284},
+ Volume = {22},
+
+ File = {:Papers/TranDinh2012b.pdf:PDF},
+ Owner = {qtrandin},
+ Timestamp = {2011.09.12}
+}
+
+@Conference{Tran-Dinh2011a,
+ Title = {Real-Time Sequential Convex Programming for Nonlinear Model Predictive Control and Application to a Hydro-Power Plant},
+ Author = {Q. Tran-Dinh and C. Savorgnan and M. Diehl},
+ Booktitle = {Proc. of the 50th IEEE Conference on Decision and Control (CDC) and the European Control Conference (ECC)},
+ Year = {2011},
+ Month = {December},
+ Pages = {5905--5910},
+
+ File = {TranDinh2011a.pdf:TranDinh2011a.pdf:PDF},
+ Owner = {qtrandin},
+ Timestamp = {2011.09.12}
+}
+
+@InProceedings{Tran-Dinh2012d,
+ Title = {An inner convex approximation algorithm for {BMI} optimization and applications in control},
+ Author = {Q. Tran-Dinh and W. Michiels, S. Gros and M. Diehl},
+ Booktitle = {Proc. of The 52th IEEE Conference on Decision and Control},
+ Year = {2012},
+ Pages = {3576--3581},
+
+ File = {:Papers/TranDinh2012f.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@TechReport{Tropp,
+ Title = {RANDOM SUBDICTIONARIES OF GENERAL DICTIONARIES},
+ Author = {Tropp},
+
+ File = {Tro06-Random-Subdictionaries-1.pdf:Statistical Learning/Tro06-Random-Subdictionaries-1.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.26}
+}
+
+@Article{Tropp2006,
+ Title = {Just relax: convex programming methods for identifying sparse signals in noise},
+ Author = {J.A. Tropp},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2006},
+ Number = {3},
+ Pages = {1030--1051},
+ Volume = {52},
+
+ File = {:Papers/Tropp2006.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.04}
+}
+
+@Unpublished{Tropp2014,
+ Title = {Convex recovery of a structured signal from independent random linear measurements},
+ Author = {Joel A. Tropp},
+ Note = {http://arxiv.org/abs/1405.1102},
+
+ Month = {May},
+ Year = {2014},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.22}
+}
+
+@Article{Tropp2014a,
+ Title = {Convex recovery of a structured signal from independent random linear measurements},
+ Author = {Tropp, Joel A.},
+ Year = {2014},
+ Note = {arXiv:1405.1102v1 [cs.IT]},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.23}
+}
+
+@Article{Tropp2012,
+ Title = {User-Friendly Tail Bounds for Sums of Random Matrices},
+ Author = {Tropp, Joel A.},
+ Journal = {Found. Comp. Math.},
+ Year = {2012},
+ Number = {4},
+ Pages = {389-434},
+ Volume = {12},
+
+ ISSN = {1615-3375},
+ Language = {English},
+ Owner = {jmscarlett},
+ Publisher = {Springer-Verlag}
+}
+
+@InProceedings{Tropp2009,
+ Title = {Column subset selection, matrix factorization, and eigenvalue optimization},
+ Author = {Tropp, Joel A.},
+ Booktitle = {Proc. ACM-SIAM Symp. Discrete Algorithms},
+ Year = {2009},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.01}
+}
+
+@Article{Tropp2008,
+ Title = {Norms of random submatrices and sparse approximation},
+ Author = {Tropp, Joel A.},
+ Journal = {C. R. Acad. Sci. Paris, Ser. I},
+ Year = {2008},
+ Pages = {1271--1274},
+ Volume = {346},
+
+ Owner = {yhli},
+ Timestamp = {2014.05.12}
+}
+
+@Article{Tropp2008a,
+ Title = {The random paving property for uniformly bounded matrices},
+ Author = {Tropp, Joel A.},
+ Journal = {Stud. Math.},
+ Year = {2008},
+ Number = {1},
+ Pages = {67--82},
+ Volume = {185},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.10}
+}
+
+@Article{Tropp2008b,
+ Title = {On the linear independence of spikes and sines},
+ Author = {Tropp, Joel A.},
+ Journal = {J. Fourier Anal. App.},
+ Year = {2008},
+ Pages = {838--858},
+ Volume = {14},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.21}
+}
+
+@Article{Tropp2005,
+ Title = {Recovery of short, complex linear combinations via $\ell_1$ minimization},
+ Author = {Tropp, Joel A.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2005},
+
+ Month = apr,
+ Number = {4},
+ Pages = {1568--1570},
+ Volume = {51},
+
+ Owner = {yhli},
+ Timestamp = {2014.05.12}
+}
+
+@Article{Tropp2010,
+ Title = {Computational methods for sparse solution of linear inverse problems},
+ Author = {Tropp, Joel A. and Wright, Stephen},
+ Journal = {Proc. IEEE},
+ Year = {2010},
+
+ Month = jun,
+ Number = {6},
+ Pages = {948--958},
+ Volume = {98},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.15}
+}
+
+@Article{Tropp2007,
+ Title = {Signal recovery from random measurements via orthogonal matching pursuit},
+ Author = {Tropp, Joel and Gilbert, Anna},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2007},
+
+ Month = dec,
+ Number = {12},
+ Pages = {4655--4666},
+ Volume = {53},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.15}
+}
+
+@Article{Truemper1982,
+ Title = {Alpha-balanced graphs and matrices and {GF}(3)-representability of matroids},
+ Author = {Truemper, Klaus},
+ Journal = {J. Comb. Theory Ser. B},
+ Year = {1982},
+ Number = {2},
+ Pages = {112--139},
+ Volume = {32},
+
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Truemper1982a,
+ Title = {On the efficiency of representability tests for matroids},
+ Author = {Truemper, K},
+ Journal = {European J. Combinatorics},
+ Year = {1982},
+ Number = {3},
+ Pages = {275--291},
+ Volume = {3},
+
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Tsang1975,
+ Title = {{O}ptimal control via collocation and non-linear programming},
+ Author = {Tsang, T.H. and Himmelblau, D.M. and Edgar, T.F.},
+ Journal = {Int. J. Control},
+ Year = {1975},
+ Pages = {763--768},
+ Volume = {21},
+
+ Keywords = {optimal control collocation},
+ Optpages = {763--768},
+ Optvolume = {21},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Tseng2008,
+ Title = {On accelerated proximal gradient methods for convex-concave optimization},
+ Author = {Tseng, P.},
+ Journal = {submitted to SIAM J. Opt.},
+ Year = {2008},
+
+ File = {tseng2008accelerated.pdf:Optimization\\tseng2008accelerated.pdf:PDF},
+ Keywords = {optimization, proximal, convex},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Tseng1997,
+ Title = {Alternating projection-proximal methods for convex programming and variational inequalities},
+ Author = {P. Tseng},
+ Journal = {SIAM J. Opt.zation},
+ Year = {1997},
+ Number = {4},
+ Pages = {951--965},
+ Volume = {7},
+
+ File = {:Papers/Tseng1997.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Tseng1991a,
+ Title = {Applications of splitting algorithm to decomposition in convex programming and variational inequalities},
+ Author = {Tseng, P.},
+ Journal = {SIAM J. Control Opt.},
+ Year = {1991},
+ Pages = {119--138},
+ Volume = {29},
+
+ File = {:Papers/Tseng1991a.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.06.29}
+}
+
+@Article{Tseng1991,
+ Title = {Relaxation methods for problems with strictly convex cost and linear constraints},
+ Author = {P. Tseng and D.P. Bertsekas},
+ Journal = {Math. Oper. Res.},
+ Year = {1991},
+ Number = {3},
+ Pages = {462--481},
+ Volume = {16},
+
+ File = {:Papers/Tseng1991.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Article{Tsiaflakis2010,
+ Title = {{I}mproved {D}ual {D}ecomposition {B}ased {O}ptimization for {DSL} {D}ynamic {S}pectrum {M}anagement},
+ Author = {P. Tsiaflakis and I. Necoara and J.A.K. Suykens and M. Moonen},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2010},
+ Number = {4},
+ Pages = {2230--2245},
+ Volume = {58},
+
+ File = {:Papers/Tsiaflakis2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@InProceedings{Tsiaflakis2006,
+ Title = {Partial crosstalk cancellation in a multi-user xDSL environment},
+ Author = {Tsiaflakis, P. and Vangorp, J. and Moonen, M. and Verlinden, J. and Ysebaert, G.},
+ Booktitle = {IEEE Int. Conf. Comms.},
+ Year = {2006},
+ Pages = {3264-3269},
+ Volume = {7},
+
+ Doi = {10.1109/ICC.2006.255310},
+ ISSN = {8164-9547},
+ Keywords = {Additive noise;Background noise;Crosstalk;DSL;Degradation;Filtering;Laboratories;Nonlinear filters;Resource management;Transmitters},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Tsochantaridis2005,
+ Title = {Large margin methods for structured and interdependent output variables},
+ Author = {Tsochantaridis, I. and Joachims, T. and Hofmann, T. and Altun, Y.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2005},
+ Number = {2},
+ Pages = {1453-1484},
+ Volume = {6},
+
+ File = {tsochantaridis2005largemargin.pdf:Statistical Learning/tsochantaridis2005largemargin.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Citeseer},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Tsybakov2009,
+ Title = {Introduction to Nonparametric Estimation},
+ Author = {Tsybakov, Alexandre},
+ Publisher = {Springer},
+ Year = {2009},
+
+ Address = {New York},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.29}
+}
+
+@Article{Tutte1958,
+ Title = {A homotopy theorem for matroids, II},
+ Author = {Tutte, WT},
+ Journal = {Trans. Amer. Math. Soc.},
+ Year = {1958},
+ Pages = {161--174},
+
+ Owner = {jmscarlett},
+ Publisher = {JSTOR},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Tyatyushkin2012,
+ Title = {A multimethod technique for solving optimal control problem},
+ Author = {A. I. Tyatyushkin},
+ Journal = {Opt. Lett.},
+ Year = {2012},
+ Pages = {1335--1347},
+ Volume = {6},
+
+ File = {:Papers/Tyatyushkin2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.01}
+}
+
+@Article{Tyson1999,
+ Title = {{M}odel and analysis of chemotactic bacterial patterns in a liquid medium},
+ Author = {Tyson, R. and Lubkin, S. and Murray, J.},
+ Journal = {J. Math. Biol.},
+ Year = {1999},
+ Pages = {359},
+ Volume = {38},
+
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Tyson2000,
+ Title = {{F}ractional step methods applied to a chemotaxis model},
+ Author = {Tyson, R. and Stern, L. and LeVeque, R.},
+ Journal = {J. Math. Biol.},
+ Year = {2000},
+ Pages = {455},
+ Volume = {41},
+
+ File = {Tyson2000a.pdf:Tyson2000a.pdf:PDF},
+ Keywords = {biology},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@TechReport{Tzafriri2000,
+ Title = {{P}arameter fitting of a non-linear reaction diffusion model of drug release using a multiple shooting optimal control algorithm},
+ Author = {R. Tzafriri and M. Diehl},
+ Institution = {Leibniz-Center for Research in Computer Science},
+ Year = {2000},
+ Number = {CS 2000-29},
+
+ Keywords = {parameter estimation multiple shooting},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Tzourio-Mazoyer2002,
+ Title = {Automated Anatomical Labeling of Activations in SPM Using a Macroscopic Anatomical Parcellation of the MNI MRI Single-Subject Brain},
+ Author = {N. Tzourio-Mazoyer and B. Landeau and D. Papathanassiou and F. Crivello and O. Etard and N. Delcroix and B. Mazoyer and M. Joliot},
+ Journal = {NeuroImage},
+ Year = {2002},
+ Number = {1},
+ Pages = {273 - 289},
+ Volume = {15},
+
+ Doi = {10.1006/nimg.2001.0978},
+ File = {tzourio-mazoyer2002aal.pdf:NEURO\\tzourio-mazoyer2002aal.pdf:PDF},
+ ISSN = {1053-8119},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25},
+ Url = {http://www.sciencedirect.com/science/article/pii/S1053811901909784}
+}
+
+@Book{Vaart1998,
+ Title = {Asymptotic Statistics},
+ Author = {van der Vaart, A. W.},
+ Publisher = {Cambridge Univ. Press},
+ Year = {1998},
+
+ Address = {Cambridge, UK},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Article{Vainsencher2011,
+ Title = {The Sample Complexity of Dictionary Learning},
+ Author = {Vainsencher, Daniel and Mannor, Shie and Bruckstein, Alfred M.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2011},
+
+ Month = nov,
+ Pages = {3259--3281},
+ Volume = {999888},
+
+ Acmid = {2078210},
+ File = {vainsencher2011sample.pdf:Statistical Learning/DICTIONARY LEARNING/vainsencher2011sample.pdf:PDF},
+ ISSN = {1532-4435},
+ Issue_date = {11/1/2011},
+ Numpages = {23},
+ Owner = {jmscarlett},
+ Publisher = {JMLR.org},
+ Timestamp = {2014.11.25},
+ Url = {http://dl.acm.org/citation.cfm?id=2078183.2078210}
+}
+
+@Article{Vaiter2013,
+ Title = {Local behavior of sparse analysis regularization: Applications to risk estimation},
+ Author = {Vaiter, Samuel and Deledalle, Charles-Alban and Peyr\'{e}, Gabriel and Dossal, Charles and Fadili, Jalal},
+ Journal = {App. Comp. Harmon. Anal.},
+ Year = {2013},
+ Pages = {433--451},
+ Volume = {35},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.04}
+}
+
+@Article{Vaiter2014,
+ Title = {Low commplexity regularization of linear inverse problems},
+ Author = {Vaiter, Samuel and Peyr\'{e}, Gabriel and Fadili, Jalal},
+ Year = {2014},
+ Note = {arXiv:1407.1598v1},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.05}
+}
+
+@Article{VanDeGeer2009,
+ Title = {On the conditions used to prove oracle results for the Lasso},
+ Author = {Van De Geer, S.A. and B{\"u}hlmann, P.},
+ Journal = {Elec. J. Stats.},
+ Year = {2009},
+ Pages = {1360--1392},
+ Volume = {3},
+
+ File = {vandegeer2009conditions.pdf:Statistical Learning/SPARSITY/vandegeer2009conditions.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Institute of Mathematical Statistics},
+ Timestamp = {2014.11.25}
+}
+
+@Article{VanDenBerg2008,
+ Title = {Probing the Pareto frontier for basis pursuit solutions},
+ Author = {Van Den Berg, Ewout and Friedlander, Michael P},
+ Journal = {SIAM J. Sci. Comp.},
+ Year = {2008},
+ Note = {Citation for SPGL1: http://www.cs.ubc.ca/~mpf/spgl1/},
+ Number = {2},
+ Pages = {890--912},
+ Volume = {31},
+
+ File = {vandenberg2008probing.pdf:Optimization/vandenberg2008probing.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{VanMulders2010,
+ Title = {{Two nonlinear optimization methods for black box identification compared}},
+ Author = {Van Mulders, Anne and Schoukens, Johan and Volckaert, Marnix and Diehl, Moritz},
+ Journal = {Automatica},
+ Year = {2010},
+
+ Month = jul,
+ Pages = {1675--1681},
+ Volume = {46},
+
+ Citeulike-article-id = {7586527},
+ Citeulike-linkout-0 = {http://dx.doi.org/10.1016/j.automatica.2010.06.021},
+ Citeulike-linkout-1 = {http://linkinghub.elsevier.com/retrieve/pii/S0005109810002712},
+ Day = {24},
+ Doi = {10.1016/j.automatica.2010.06.021},
+ File = {VanMulders2010.pdf:VanMulders2010.pdf:PDF},
+ ISSN = {00051098},
+ Keywords = {levenberg\_marquardt, parameter\_identification, polynomial\_system},
+ Owner = {quoctd},
+ Posted-at = {2010-08-17 05:24:59},
+ Priority = {2},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1016/j.automatica.2010.06.021}
+}
+
+@InCollection{Vandenberghe1998,
+ Title = {Connections Between Semi-Infinite and Semidefinite Programming},
+ Author = {L. Vandenberghe and S. Boyd},
+ Booktitle = {Semi-Infinite Programming},
+ Publisher = {Kluwer},
+ Year = {1998},
+ Chapter = {8},
+ Editor = {R. Reemtsen and J. Rueckmann},
+ Pages = {277--294},
+
+ File = {:Papers/Vandenberghe1998.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Article{Vandenberghe1996,
+ Title = {Semidefinite Programming},
+ Author = {L. Vandenberghe and S. Boyd},
+ Journal = {SIAM Rev.},
+ Year = {1996},
+ Number = {1},
+ Pages = {49--95},
+ Volume = {38},
+
+ File = {:Papers/Vandenberghe1996.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@PhdThesis{Vani2009,
+ Title = {{F}inding {A}pproximate {S}olutions for {L}arge {S}cale {L}inear {P}rograms},
+ Author = {D.S.E. Vania},
+ School = {ETH Zurich},
+ Year = {2009},
+ Type = {PhD Thesis, No 18188},
+
+ File = {:Theses/Vania2009.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Book{Vapnik1982,
+ Title = {Estimation of Dependences based on Empirical Data},
+ Author = {Vapnik, Vladimir},
+ Publisher = {Springer-Verl.},
+ Year = {1982},
+
+ Address = {New York},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.13}
+}
+
+@Article{Vapnik1991,
+ Title = {The necessary and sufficient conditions for consistency in the empirical risk minimization method},
+ Author = {Vapnik, V. and Chervonenkis, A.},
+ Journal = {Pattern Recognition and Image Analysis},
+ Year = {1991},
+ Number = {3},
+ Pages = {283--305},
+ Volume = {1},
+
+ Owner = {baldassarre},
+ Timestamp = {2009.10.29}
+}
+
+@Book{Vapnik1974,
+ Title = {Theory of pattern recognition},
+ Author = {Vapnik, V. and Chervonenkis, A.},
+ Publisher = {Nauka, Moscow},
+ Year = {1974},
+
+ Owner = {baldassarre},
+ Timestamp = {2009.11.09}
+}
+
+@Book{Vapnik2000,
+ Title = {The Nature of Statistical Learning Theory},
+ Author = {Vapnik, Vladimir N.},
+ Publisher = {Springer-Verl.},
+ Year = {2000},
+
+ Address = {New York, NY},
+ Edition = second,
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Article{Vapnik1999,
+ Title = {An overview of statistical learning theory},
+ Author = {Vapnik, Vladimir N.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {1999},
+
+ Month = sep,
+ Number = {5},
+ Pages = {988--999},
+ Volume = {10},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.17}
+}
+
+@Book{Vapnik1998,
+ Title = {Statistical Learning Theory},
+ Author = {Vapnik, Vladimir N.},
+ Publisher = {John Wiley \& Sons},
+ Year = {1998},
+
+ Address = {New York, NY},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@InProceedings{Varoquaux2012,
+ Title = {Small-sample brain mapping: sparse recovery on spatially correlated designs with randomization and clustering},
+ Author = {Varoquaux, G. and Gramfort, A. and Thirion, B.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2012},
+
+ File = {varoquaux2012small.pdf:NEURO/varoquaux2012small.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2012.09.14}
+}
+
+@Article{Vassiliadis1994,
+ Title = {{S}olution of a class of multistage dynamic optimization problems. 1. {P}roblems without path constraints},
+ Author = {Vassiliadis, V.S. and Sargent, R.W.H. and Pantelides, C.C.},
+ Journal = {Ind. Eng. Chem. Res.},
+ Year = {1994},
+ Number = {33},
+ Pages = {2111--2122},
+ Volume = {10},
+
+ Keywords = {optimal control optimality conditions},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Vazquez2003,
+ Title = {Multi-Output Support Vector Regression},
+ Author = {Emmanuel Vazquez And Eric Walter},
+ Booktitle = {IFAC Symp. Sys. Ident.},
+ Year = {2003},
+
+ Address = {Rotterdam},
+ Month = {August},
+ Pages = {1820--1825},
+ Publisher = {IFAC},
+
+ File = {vazquez03multioutput.pdf:Statistical Learning/Vector-valued/vazquez03multioutput.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2009.07.15},
+ Url = {citeseer.ist.psu.edu/vazquez03multioutput.html}
+}
+
+@Article{Venkat2008,
+ Title = {Distributed {MPC} strategies with application to power system automatic generation control},
+ Author = {A. Venkat and I. Hiskens and J. Rawlings and S. Wright},
+ Journal = {IEEE Trans. Control Sys. Tech.},
+ Year = {2008},
+ Number = {6},
+ Pages = {1192--126},
+ Volume = {16},
+
+ File = {:Papers/Venkat2008.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Verdu1994,
+ Title = {A general formula for channel capacity},
+ Author = {Verd\'{u}, S. and Te Sun Han},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {1994},
+
+ Month = {July},
+ Number = {4},
+ Pages = {1147-1157},
+ Volume = {40},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Unpublished{Vershynin2014,
+ Title = {Estimation in high dimensions: a geometric perspective},
+ Author = {Roman Vershynin},
+ Note = {http://arxiv.org/abs/1405.5103},
+
+ Month = {May},
+ Year = {2014},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.09.23}
+}
+
+@Article{Villa2012,
+ Title = {Proximal methods for the latent group lasso penalty},
+ Author = {Villa, S. and Rosasco, L. and Mosci, S. and Verri, A.},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2012},
+ Pages = {1--27},
+
+ File = {villa2013proximal.pdf:villa2013proximal.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Villa2011,
+ Title = {Accelerated and Inexact forward-backward algorithms},
+ Author = {Villa, S. and Salzo, S. and Baldassarre, L. and Verri A.},
+ Institution = {Optimization Online},
+ Year = {2011},
+
+ File = {villa2011aifobos.pdf:Optimization\\villa2011aifobos.pdf:PDF},
+ Owner = {BaldaZen},
+ Timestamp = {2011.10.14}
+}
+
+@Article{Villa2013,
+ Title = {Accelerated and inexact forward-backward algorithms},
+ Author = {Villa, S. and Salzo, S. and Baldassarre, L. and Verri, A.},
+ Journal = {SIAM J. Opt.},
+ Year = {2013},
+ Number = {3},
+ Pages = {1607--1633},
+ Volume = {23},
+
+ Owner = {jmscarlett},
+ Publisher = {SIAM},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Vincent2014,
+ Title = {Sparse group lasso and high dimensional multinomial classification},
+ Author = {Vincent, M. and Hansen, N.},
+ Journal = {Comp. Stats. Data Anal.},
+ Year = {2014},
+ Pages = {771--786},
+ Volume = {71},
+
+ Owner = {jmscarlett},
+ Publisher = {Elsevier},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Vogt1994,
+ Title = {{G}rundkurs {M}athematik f\"ur {B}iologen},
+ Author = {H. Vogt},
+ Publisher = {Teubner},
+ Year = {1994},
+
+ Address = {Stuttgart},
+ Note = {Sehr ausf\"uhrliche Behandlung der Statistik},
+
+ Keywords = {biology textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Volckaert2011,
+ Title = {Iterative learning control for nonlinear systems with input constraints and discontinuously changing dynamics},
+ Author = {Volckaert, Marnix and Diehl, Moritz and Swevers, Jan},
+ Booktitle = {Amer. Control Conf. (ACC)},
+ Year = {2011},
+ Month = {29 2011-july 1},
+ Pages = {3035 -3040},
+
+ File = {Volckaert2011.pdf:Volckaert2011.pdf:PDF},
+ ISSN = {0743-1619},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5991346}
+}
+
+@Book{Vorst2003,
+ Title = {Iterative Krylov Methods for Large Linear Systems},
+ Author = {Henk A. van der Vorst},
+ Publisher = {Cambridge University Press},
+ Year = {2003},
+
+ Contenttitle = {Frontmatter},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1017/CBO9780511615115}
+}
+
+@Article{Vrahatis2000,
+ Title = {A class of gradient unconstrained minimization algorithms with adaptive stepsize},
+ Author = {M.N. Vrahatis and G.S. Androulakis and J.N. Lambrinos and G.D. Magoulas},
+ Journal = {J. Comp. App. Math.},
+ Year = {2000},
+ Number = {2},
+ Pages = {367 - 386},
+ Volume = {114},
+
+ Doi = {10.1016/S0377-0427(99)00276-9},
+ File = {Vrahatis2000.pdf:Vrahatis2000.pdf:PDF},
+ ISSN = {0377-0427},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0377042799002769}
+}
+
+@Article{Vrahatis1989,
+ Title = {A short proof and a generalization of {M}iranda's existence theorem},
+ Author = {Vrahatis, Michael N.},
+ Journal = {Proc. Amer. Math. Soc.},
+ Year = {1989},
+
+ Month = nov,
+ Number = {3},
+ Pages = {701--703},
+ Volume = {107},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.17}
+}
+
+@Article{W.Wasserman2004,
+ Title = {Applied bioinformatics for the identification of regulatory elements},
+ Author = {Wyeth W.Wasserman and Albin Sandelin},
+ Journal = {Nature Reviews. Genetics},
+ Year = {2004},
+ Pages = {276-187},
+ Volume = {5},
+
+ File = {Wasserman04AppliedBioInfo.pdf:BIO/Wasserman04AppliedBioInfo.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.13}
+}
+
+@TechReport{Weber1995,
+ Title = {{P}r\"adiktive {R}egelung von nichtlinearen {S}ystemen},
+ Author = {{W}eber, {R}.},
+ Institution = {{I}nstitut f\"ur {A}utomatik, {ETH} {Z}\"urich},
+ Year = {1995},
+ Number = {{IFA} 8781},
+ Type = {{S}emesterarbeit},
+
+ Keywords = {optimal control NMPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Wahba1990,
+ Title = {{Spline models for observational data}},
+ Author = {Wahba, G.},
+ Publisher = {Society for Industrial Mathematics},
+ Year = {1990},
+
+ Owner = {baldassarre},
+ Timestamp = {2010.01.27}
+}
+
+@Article{Wainwright2009,
+ Title = {Information-Theoretic Limits on Sparsity Recovery in the High-Dimensional and Noisy Setting},
+ Author = {Wainwright, M.J.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2009},
+
+ Month = {Dec.},
+ Number = {12},
+ Pages = {5728-5741},
+ Volume = {55},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Article{Wainwright2014,
+ Title = {Structured regularizers for high-dimensional problems: {S}tatistical and computational issues},
+ Author = {M. J. Wainwright},
+ Journal = {Annual Rev. Stats. Apps.},
+ Year = {2014},
+ Pages = {233-253},
+ Volume = {1},
+
+ Owner = {quoctd},
+ Timestamp = {2014.05.20}
+}
+
+@Article{Wainwright2009a,
+ Title = {Sharp thresholds for high-dimensional and noisy sparsity recovery using {$\ell_1$}-constrained quadratic programming ({L}asso)},
+ Author = {Wainwright, Martin J.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2009},
+
+ Month = may,
+ Number = {5},
+ Pages = {2183--2202},
+ Volume = {55},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@PhdThesis{Wainwright2002,
+ Title = {{S}tochastic {P}rocesses on {G}raphs: {G}eometric and {V}ariational {A}pproaches},
+ Author = {M. J. Wainwright},
+ School = {Department of EECS, Massachusetts Institute of Technology},
+ Year = {2002},
+ Type = {Ph.D. Thesis},
+
+ Owner = {quoctd},
+ Timestamp = {2014.05.20}
+}
+
+@TechReport{Waldspurger2012,
+ Title = {Phase recovery, {M}ax{C}ut and complex semidefinite programming},
+ Author = {I. Waldspurger and A. d\'{A}spremont and S. Mallat},
+ Year = {2012},
+
+ File = {:Papers/Waldspurger2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.10}
+}
+
+@Book{Walter1993,
+ Title = {{G}ew\"ohnliche {D}ifferentialgleichungen},
+ Author = {W. Walter},
+ Publisher = {Springer},
+ Year = {1993},
+
+ Address = {Heidelberg},
+ Note = {ISBN: 038756294X},
+
+ Keywords = {ODE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Wang2010c,
+ Title = {Solving {L}og-{D}eterminant optimization problems by a {N}ewton-{CG} primal proximal point algorithm},
+ Author = {C. Wang and D. Sun and K.-C. Toh},
+ Journal = {SIAM J. Opt.},
+ Year = {2010},
+ Number = {6},
+ Pages = {2994--3013},
+ Volume = {20},
+
+ Owner = {quoctd},
+ Timestamp = {2013.03.18}
+}
+
+@Article{Wang2013b,
+ Title = {An Inexact Accelerated Proximal Gradient Method and a Dual {N}ewton-{CG} Method for the Maximal Entropy Problem},
+ Author = {C. Wang and A. Xu},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2013},
+ Pages = {1--15},
+ Volume = {xx},
+
+ File = {:Papers/Wang2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Article{Wang2008a,
+ Title = {A new solution path algorithm in support vector regression},
+ Author = {Wang, G. and Yeung, D.Y. and Lochovsky, F.H.},
+ Journal = {IEEE Trans. Neur. Net.},
+ Year = {2008},
+ Number = {10},
+ Pages = {1753--1767},
+ Volume = {19},
+
+ File = {wang2008new.pdf:SVM\\wang2008new.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Wang2013c,
+ Title = {{B}regman {A}lternating {D}irection {M}ethod of {M}ultipliers},
+ Author = {H. Wang and A. Banerjee},
+ Journal = {http://arxiv.org/pdf/1306.3203v1.pdf},
+ Year = {2013},
+ Pages = {1--18},
+
+ Owner = {quoctd},
+ Timestamp = {2014.01.30}
+}
+
+@Article{Wang1999,
+ Title = {Nonconservative estimating functions and approximate quasi-likelihoods},
+ Author = {Wang, J.},
+ Journal = {Ann. Inst. Stat. Math.},
+ Year = {1999},
+ Pages = {603--619},
+ Volume = {51},
+
+ File = {:Statistical Learning/Vector-valued/wang99nonconservative.pdf:PDF},
+ Owner = {baldassarre},
+ Publisher = {Springer},
+ Timestamp = {2009.08.24}
+}
+
+@Article{Wang1994,
+ Title = {Representing moving images with layers},
+ Author = {Wang, J.Y.A. and Adelson, E.H.},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {1994},
+
+ Month = {Sept.},
+ Number = {5},
+ Pages = {625--638},
+ Volume = {3},
+
+ Doi = {10.1109/83.334981},
+ File = {WangAdelson94Layers.pdf:VC/WangAdelson94Layers.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.02.15}
+}
+
+@Article{Wang2006,
+ Title = {A new algorithm based on support vectors and penalty strategy for identifying key genes related with cancer},
+ Author = {Wang, Li},
+ Journal = {Trans. Inst. Measurement and Control},
+ Year = {2006},
+ Pages = {263-273},
+ Volume = {28},
+
+ File = {wang06newalgo.pdf:BIO/wang06newalgo.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.01.25}
+}
+
+@Article{Wang2012,
+ Title = {Sparse portfolio rebalancing model based on inverse optimization},
+ Author = {M. Wang and F. Xu and G. Wang},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2012},
+ Pages = {1--13},
+
+ File = {:Papers/Wang2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Article{Wang2010,
+ Title = {Information-Theoretic Limits on Sparse Signal Recovery: Dense versus Sparse Measurement Matrices},
+ Author = {Wei Wang and Wainwright, M.J. and Ramchandran, K.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2010},
+
+ Month = {June},
+ Number = {6},
+ Pages = {2967-2979},
+ Volume = {56},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Unpublished{Wang2013,
+ Title = {Side information-aided compressed sensing reconstruction via approximate message passing},
+ Author = {Xing Wang and Jie Liang},
+ Note = {http://arxiv.org/abs/1311.0576},
+
+ Month = {Nov.},
+ Year = {2013},
+
+ Owner = {jms265},
+ Timestamp = {2014.08.05}
+}
+
+@Article{Wang2013a,
+ Title = {Asymptotic equivalence of quantum state tomography and noisy matrix completion},
+ Author = {Wang, Yazhen},
+ Journal = {Ann. Stats.},
+ Year = {2013},
+ Number = {5},
+ Pages = {2462--2504},
+ Volume = {41},
+
+ Owner = {yhli},
+ Timestamp = {2014.09.09}
+}
+
+@InProceedings{Wang2007,
+ Title = {Efficient point location via subdivision walking with application to explicit {MPC}},
+ Author = {Y. Wang and C.N. Jones and J.M. Maciejowski},
+ Booktitle = {European Control Conf.},
+ Year = {2007},
+
+ Address = {Kos, Greece},
+
+ Keywords = {explicit MPC},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Ward2009,
+ Title = {Compressed sensing with cross validation},
+ Author = {Ward, Rachel},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2009},
+
+ Month = dec,
+ Number = {12},
+ Pages = {5773--5782},
+ Volume = {55},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.09}
+}
+
+@Book{Wasserman2006,
+ Title = {All of nonparametric statistics},
+ Author = {Wasserman, Larry},
+ Publisher = {Springer},
+ Year = {2006},
+
+ Address = {New York},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.11}
+}
+
+@InProceedings{waters2010distributed,
+ Title = {Distributed bearing estimation via matrix completion},
+ Author = {Waters, Andrew and Cevher, Volkan},
+ Booktitle = {IEEE Int. Conf. Acoust., Speech and Sig. Proc. (ICASSP)},
+ Year = {2010},
+ Organization = {IEEE},
+ Pages = {2590--2593}
+}
+
+@Article{Watson1992,
+ Title = {Characterization of the subdifferential of some matrix norms},
+ Author = {Watson, G. A.},
+ Journal = {Lin. Alg. Apps.},
+ Year = {1992},
+
+ Month = jun,
+ Pages = {33--45},
+ Volume = {170},
+
+ Owner = {yhli},
+ Timestamp = {2014.06.18}
+}
+
+@Article{Wei2011,
+ Title = {{A} {D}istributed {N}ewton {M}ethod for {N}etwork {U}tility {M}aximization},
+ Author = {E. Wei and A. Ozdaglar and A.Jadbabaie},
+ Journal = {\url{http://web.mit.edu/asuman/www/publications.htm}},
+ Year = {2011},
+
+ File = {:../pdf/Wei2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.05.16}
+}
+
+@InProceedings{Weickert1997,
+ Title = {A Review of Nonlinear Diffusion Filtering},
+ Author = {Joachim Weickert},
+ Booktitle = {Scale-Space Theories in Computer Vision},
+ Year = {1997},
+ Pages = {3-28},
+
+ File = {Weickert97review.pdf:VC/Weickert97review.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.14},
+ Url = {citeseer.ist.psu.edu/weickert97review.html}
+}
+
+@Article{Welch1974,
+ Title = {Lower bounds on the maximum cross correlation of signals},
+ Author = {Welch, L. R.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {1974},
+
+ Month = may,
+ Number = {3},
+ Pages = {397--399},
+ Volume = {IT-20},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.08}
+}
+
+@Article{Wen2010,
+ Title = {Alternating direction augmented Lagrangian methods for semidefinite programming},
+ Author = {Z. Wen and D. Goldfarb and W. Yin},
+ Journal = {Math. Prog.},
+ Year = {2010},
+ Pages = {203--230},
+ Volume = {2},
+
+ File = {:Papers/Wen2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.16}
+}
+
+@Article{Wendt2002,
+ Title = {{N}onlinear {C}hance-{C}onstrained {P}rocess {O}ptimization under {U}ncertainty},
+ Author = {M. Wendt and P. Li and G. Wozny},
+ Journal = {Ind. Eng. Chem. Res.},
+ Year = {2002},
+ Pages = {3621--3629},
+ Volume = {41},
+
+ Keywords = {optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Wesseling1992,
+ Title = {{A}n introduction to multigrid methods},
+ Author = {Wesseling, P.},
+ Publisher = {Wiley},
+ Year = {1992},
+
+ Address = {Chichester},
+
+ Keywords = {PDE},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Weston2003,
+ Title = {Use of the zero norm with linear models and kernel methods},
+ Author = {Jason Weston and Andr\'{e} Elisseeff and Bernhard Sch\"{o}lkopf and Mike Tipping},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2003},
+ Pages = {1439--1461},
+ Volume = {3},
+
+ Address = {Cambridge, MA, USA},
+ File = {weston03zeronorm.pdf:Statistical Learning\\SPARSITY\\weston03zeronorm.pdf:PDF},
+ ISSN = {1533-7928},
+ Owner = {baldazen},
+ Publisher = {MIT Press},
+ Timestamp = {2008.09.03}
+}
+
+@TechReport{Weston1998,
+ Title = {Multi-class Support Vector Machines},
+ Author = {J. Weston and C. Watkins},
+ Institution = {Royal Holloway - University of London},
+ Year = {1998},
+
+ File = {weston98multiclass.pdf:Statistical Learning/Multiclass/weston98multiclass.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@Book{Weyl1950,
+ Title = {The Theory of Groups and Quantum Mechanics},
+ Author = {Weyl, Hermann},
+ Publisher = {Dover},
+ Year = {1950},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.21}
+}
+
+@InProceedings{Whaley1999,
+ Title = {{A}utomatically {T}uned {L}inear {A}lgebra {S}oftware},
+ Author = {Whaley, R.C. and Dongarra J.J.},
+ Booktitle = {SIAM Conf. Parallel Proc. for Sci. Comp.},
+ Year = {1999},
+ Note = {CD-ROM Proceedings},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Whaley2001,
+ Title = {{A}utomated {E}mpirical {O}ptimization of {S}oftware and the {ATLAS} {P}roject},
+ Author = {Whaley, R. C. and Petitet, A. and Dongarra, J.J.},
+ Journal = {Parallel Computing},
+ Year = {2001},
+ Number = {1--2},
+ Pages = {3--35},
+ Volume = {27},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{White1982,
+ Title = {Maximum likelihood estimation of misspecified models},
+ Author = {White, Halbert},
+ Journal = {Econom.},
+ Year = {1982},
+
+ Month = jan,
+ Number = {1},
+ Pages = {1--25},
+ Volume = {50},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Whitney1969,
+ Title = {{R}esolved {M}otion {R}ate {C}ontrol of {M}anipulators and {H}uman {P}rostheses},
+ Author = {Daniel E. Whitney},
+ Journal = {IEEE Trans. Man-Machine Sys.},
+ Year = {1969},
+ Pages = {47--53},
+ Volume = {MMS-10, No. 2},
+
+ Abstract = {The kinematics of remote manipulators and human prostheses is analyzed for the purpose of deriving resolved motion rate control. That is, the operator is enabled to call for the desired hand motion directly along axes relevant to the task environment. The approach suggests solutions to problems of coordination, motion under task constraints, and appreciation of forces encountered by the controlled hand.},
+ File = {Whitney1969.pdf:Whitney1969.pdf:PDF},
+ Owner = {qtrandin},
+ Timestamp = {2009.08.21}
+}
+
+@Book{Wilkinson1965,
+ Title = {{T}he {A}lgebraic {E}igenvalue {P}roblem},
+ Author = {J.H. Wilkinson},
+ Publisher = {Claredon Press},
+ Year = {1965},
+
+ Address = {Oxford},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2012.11.25}
+}
+
+@InProceedings{Winkler2003,
+ Title = {{T}ime-{L}ags in capital accumulation},
+ Author = {Winkler, R. and Brandt-Pollmann, U. and Moslener, U. and Schl\"oder, J.P.},
+ Booktitle = {Oper. Res. Proceedings},
+ Year = {2003},
+ Editor = {D. Ahr, R. Fahrion, M. Oswald, and G. Reinelt},
+ Pages = {451--458},
+
+ File = {Winkler2004.pdf:Winkler2004.pdf:PDF},
+ Keywords = {agbock},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Wismer1971,
+ Title = {Optimization methods for large-scale systems with applications},
+ Author = {Wismer, David A.},
+ Editor = {David A. Wismer},
+ Publisher = {McGraw-Hill New York},
+ Year = {1971},
+
+ Catalogue-url = { http://nla.gov.au/nla.cat-vn1899339 },
+ ISBN = { 0070711542 },
+ Language = { English },
+ Life-dates = { 1971 - },
+ Owner = {quoctd},
+ Pages = { xii, 335 p. },
+ Subjects = { Mathematical optimization.; Programming (Mathematics); Large scale systems. },
+ Timestamp = {2013.08.23},
+ Type = { Book }
+}
+
+@Article{Witsenhausen1968,
+ Title = {{A} minimax control problem for sampled linear systems},
+ Author = {H.S. Witsenhausen},
+ Journal = {IEEE Trans. Aut. Control},
+ Year = {1968},
+ Number = {1},
+ Pages = {5--21},
+ Volume = {13},
+
+ Keywords = {optimal control},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Witten2009,
+ Title = {A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis},
+ Author = {Witten, D.M. and Tibshirani, R. and Hastie, T.},
+ Journal = {Biostatistics},
+ Year = {2009},
+ Number = {3},
+ Pages = {515--534},
+ Volume = {10},
+
+ File = {witten2009penalized.pdf:Statistical Learning\\witten2009penalized.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Biometrika Trust},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Wojtaszczyk2010,
+ Title = {Stability and instance optimality for {G}aussian measurements in compressed sensing},
+ Author = {Wojtaszczyk, P.},
+ Journal = {Found. Comp. Math.},
+ Year = {2010},
+ Pages = {1--13},
+ Volume = {10},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Wold1984,
+ Title = {The collinearity problem in linear regression. The partial least squares (PLS) approach to generalized inverses.},
+ Author = {Wold, S. and Ruhe, H. and Wold, H. abd Dunn III, W.J.},
+ Journal = {SIAM Journal of Scientific and Statistical Computations},
+ Year = {1984},
+ Pages = {735-743},
+ Volume = {5},
+
+ Owner = {baldazen},
+ Timestamp = {2008.06.20}
+}
+
+@Book{WolframResearch2003,
+ Title = {{M}athematica},
+ Author = {Wolfram Research, Inc.},
+ Publisher = {Wolfram Research, Inc.},
+ Year = {2003},
+
+ Address = {Champaign, Illinois},
+ Edition = {5.0},
+
+ Keywords = {miscellaneous},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Wright1994,
+ Title = {{N}onlinear model predictive control of a fixed-bed water-gas shift reactor: {A}n experimental study},
+ Author = {Wright, G.A. and Edgar, T.F.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {1994},
+ Number = {2},
+ Pages = {83--102},
+ Volume = {18},
+
+ Keywords = {optimal control NMPC},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Wright2013,
+ Title = {Compressive principal component pursuit},
+ Author = {Wright, John and Ganesh, Arvind and Min, Kerui and Ma, Yi},
+ Journal = {Information and Inference},
+ Year = {2013},
+ Number = {1},
+ Pages = {32--68},
+ Volume = {2},
+
+ Owner = {jmscarlett},
+ Publisher = {Oxford University Press},
+ Timestamp = {2014.11.25}
+}
+
+@InCollection{Wright1996,
+ Title = {{A}pplying new optimization algorithms to model predictive control},
+ Author = {Wright, S.J.},
+ Booktitle = {Int. Conf. Chem. Proc. Control (CPC)},
+ Publisher = {American Institute of Chemical Engineers},
+ Year = {1996},
+ Editor = {Kantor, J.C. and Garcia, C.E. and Carnahan, B.},
+ Pages = {147--155},
+
+ Keywords = {optimal control NMPC interior point},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Wright1997,
+ Title = {{P}rimal-{D}ual {I}nterior-{P}oint {M}ethods},
+ Author = {Wright, S.J.},
+ Publisher = {{SIAM} Publications},
+ Year = {1997},
+
+ Address = {Philadelphia},
+
+ Keywords = {interior point optimization},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Book{Wright1999a,
+ Title = {Numerical optimization},
+ Author = {Wright, SJ and Nocedal, J},
+ Publisher = {Springer New York},
+ Year = {1999},
+ Volume = {2},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Wright2009,
+ Title = {Sparse Reconstruction by Separable Approximation},
+ Author = {Wright, S. J., Nowak, R., and Figueiredo, M.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2009},
+ Pages = {2479--2493},
+ Volume = {57},
+
+ Owner = {quoctd},
+ Timestamp = {2012.07.04}
+}
+
+@Article{Wu2012,
+ Title = {Optimal Phase Transitions in Compressed Sensing},
+ Author = {Yihong Wu and Verd\'u, S.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2012},
+
+ Month = {Oct.},
+ Number = {10},
+ Pages = {6241-6263},
+ Volume = {58},
+
+ ISSN = {0018-9448},
+ Owner = {jmscarlett}
+}
+
+@Article{Xia2012,
+ Title = {A projection sudgradient method for solving optimization with variational inequality constraints},
+ Author = {F.Q. Xia and T. Li and Y.Z. Zou},
+ Journal = {Opt. Letters},
+ Year = {2012},
+ Pages = {xx},
+ Volume = {xx},
+
+ File = {:Papers/Xia2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.01}
+}
+
+@InProceedings{Xiang2009,
+ Title = {Sparse boosting},
+ Author = {Xiang, Z.J. and Ramadge, P.J.},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2009},
+ Organization = {IEEE},
+ Pages = {1625--1628},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Xiang2009a,
+ Title = {Boosting with spatial regularization},
+ Author = {Xiang, Z. and Xi, Y. and Hasson, U. and Ramadge, P.},
+ Journal = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2009},
+ Pages = {2107--2115},
+ Volume = {22},
+
+ File = {xiang2009boosting.pdf:NEURO\\xiang2009boosting.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Xiao2004,
+ Title = {Simultaneous routing and resource allocation via dual decomposition},
+ Author = {L. Xiao and M. Johansson and S. Boyd},
+ Journal = {IEEE Trans. Comms.},
+ Year = {2004},
+ Number = {7},
+ Pages = {1136--1144},
+ Volume = {52},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@TechReport{Xiao2012,
+ Title = {A Proximal-Gradient Homotopy Method for the Sparse Least-Squares Problem},
+ Author = {Xiao, L. and Zhang, T.},
+ Institution = {arXiv:1203.3002},
+ Year = {2012},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Xu2012,
+ Title = {On the $O(1/t)$ convergence rate of the {LQP} prediction–correction method},
+ Author = {H. Xu and M. Li},
+ Journal = {Opt. Letter},
+ Year = {2012},
+ Pages = {1--10},
+
+ File = {:Papers/Xu2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.15}
+}
+
+@Article{Xu1998,
+ Title = {{I}shikawa and {M}ann iterative processes with errors for nonlinear strongly accretive operator equations},
+ Author = {Y. Xu},
+ Journal = {J. Mathematical Anal. and Apps.},
+ Year = {1998},
+ Pages = {91--101},
+ Volume = {224},
+
+ Owner = {quoctd},
+ Timestamp = {2014.11.11}
+}
+
+@Article{Xu1991,
+ Title = {Characteristic inequalities of uniformly convex and uniformly smooth {B}anach spaces},
+ Author = {Xu, Zong-Ben and Roach, G. F.},
+ Journal = {J. Math. Anal. Apps..},
+ Year = {1991},
+ Pages = {189--210},
+ Volume = {157},
+
+ Owner = {yhli},
+ Timestamp = {2014.04.11}
+}
+
+@Article{Xue2012,
+ Title = {{P}ositive-{D}efinite $\ell_1$-{P}enalized {E}stimation of {L}arge {C}ovariance {M}atrices},
+ Author = {L. Xue and S. Ma and H. Zou},
+ Journal = {J. Amer. Stat. Assoc.},
+ Year = {2012},
+ Number = {500},
+ Pages = {1480--1491},
+ Volume = {107},
+
+ Owner = {quoctd},
+ Publisher = {Taylor \& Francis},
+ Timestamp = {2014.04.04}
+}
+
+@Article{Yamashita2012,
+ Title = {A primal–dual interior point method for nonlinear semidefinite programming},
+ Author = {H. Yamashita and H. Yabe and K. Harada},
+ Journal = {Math. Program.},
+ Year = {2012},
+ Pages = {89--121},
+ Volume = {135},
+
+ File = {:Papers/Yamashita2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.01}
+}
+
+@InBook{Yamashita2011,
+ Title = {Handbook on Semidefinite, Cone and Polynomial Optimization: Theory, Algorithms, Software and Applications},
+ Author = {M. Yamashita and K. Fujisawa and M. Fukuda and K. Kobayashi and K. Nakta and M. Nakata},
+ Chapter = {Latest developments in the SDPA Family for solving large-scale SDPs},
+ Editor = {M. F. Anjos and J.B. Lasserre},
+ Pages = {687--714},
+ Publisher = {Springer-Verlag, New York, USA},
+ Year = {2011},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.05}
+}
+
+@Article{Yamashita2003,
+ Title = {Implementation and evaluation of {SDPA} 6.0 ({S}emi{D}efinite {P}rogramming {A}lgorithm 6.0)},
+ Author = {M. Yamashita and K. Fujisawa and M. Kojima},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2003},
+ Pages = {491--505},
+ Volume = {18},
+
+ Owner = {quoctd},
+ Timestamp = {2012.06.05}
+}
+
+@Article{Yang2011,
+ Title = {Alternating direction algorithms for $\ell_1$ -problems in compressive sensing},
+ Author = {J. Yang and Y. Zhang},
+ Journal = {SIAM J. Sci. Comp.},
+ Year = {2011},
+ Number = {1--2},
+ Pages = {250--278},
+ Volume = {33},
+
+ Owner = {quoctd},
+ Timestamp = {2014.01.30}
+}
+
+@Article{Yang2010,
+ Title = {A fast alternating direction method for {TVL1-L2} signal reconstruction from partial {F}ourier data},
+ Author = {J. Yang and Y. Zhang and W. Yin},
+ Journal = {IEEE J. Sel. Topics Sig. Proc.},
+ Year = {2010},
+ Number = {2},
+ Pages = {288--297},
+ Volume = {4},
+
+ File = {:Papers/Yang2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{Yang1993,
+ Title = {{M}oving horizon control of nonlinear systems with input saturation, disturbances and plant uncertainty},
+ Author = {Yang, T.H. and Polak, E.},
+ Journal = {Int. J. Control},
+ Year = {1993},
+ Number = {4},
+ Pages = {875--903},
+ Volume = {58},
+
+ Keywords = {optimal control NMPC robust},
+ Mlanguage = {E},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Yang1999,
+ Title = {Information-theoretic determination of minimax rates of convergence},
+ Author = {Yang, Yuhong and Barron, Andrew},
+ Journal = {Ann. Stats.},
+ Year = {1999},
+ Number = {5},
+ Pages = {1564--1599},
+ Volume = {27},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.18}
+}
+
+@Article{Yang2012,
+ Title = {Robustly Stable Signal Recovery in Compressed Sensing With Structured Matrix Perturbation},
+ Author = {Zai Yang and Cishen Zhang and Lihua Xie},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2012},
+
+ Month = {Sept.},
+ Number = {9},
+ Pages = {4658-4671},
+ Volume = {60},
+
+ ISSN = {1053-587X},
+ Owner = {jmscarlett}
+}
+
+@Article{Yao2007,
+ Title = {On Early Stopping in Gradient Descent Learning},
+ Author = {Yao, Y. and Rosasco, L. and Caponnetto, A.},
+ Journal = {Constructive Approx.},
+ Year = {2007},
+
+ Month = {August},
+ Number = {2},
+ Pages = {289--315},
+ Volume = {26},
+
+ Citeulike-article-id = {1646920},
+ Doi = {10.1007/s00365-006-0663-2},
+ File = {:Statistical Learning/Yao07Early.pdf:PDF},
+ ISSN = {0176-4276},
+ Owner = {baldazen},
+ Publisher = {Springer},
+ Timestamp = {2008.01.31},
+ Url = {http://dx.doi.org/10.1007/s00365-006-0663-2}
+}
+
+@Article{Ye2008,
+ Title = {Multi-class Discriminant Kernel Learning via Convex Programming},
+ Author = {Ye, Jieping and Ji, Shuiwang and Chen, Jianhui},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2008},
+ Pages = {719--758},
+ Volume = {9},
+
+ Address = {Cambridge, MA, USA},
+ File = {:Statistical Learning/Multiclass/ye08multiclass.pdf:PDF},
+ ISSN = {1533-7928},
+ Owner = {baldassarre},
+ Publisher = {MIT Press},
+ Timestamp = {2009.09.23}
+}
+
+@InProceedings{Ye2009,
+ Title = {Compressive confocal microscopy},
+ Author = {Ye, Peng and Paredes, JL and Arce, GR and Wu, Y and Chen, C and Prather, DW},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2009},
+ Organization = {IEEE},
+ Pages = {429--432},
+
+ File = {ye2009compressive.pdf:ye2009compressive.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@TechReport{Ye2001,
+ Title = {New results on quadratic minimization},
+ Author = {Y. Ye and S. Zhang},
+ Institution = {Department of Management Science, University of Iowa, USA},
+ Year = {2001},
+ Number = {SEEM 2001-03},
+ Type = {Tech. Report},
+
+ File = {:Papers/Ye2001.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.26}
+}
+
+@Book{Yeargers1996,
+ Title = {{A}n {I}ntroduction to the {M}athematics of {B}iology, {W}ith {C}omputer {A}lgebra {M}odels.},
+ Author = {E.K. Yeargers and J.V. Herod and R. Yeargers and R. Shonkwiler},
+ Publisher = { Springer},
+ Year = {1996},
+
+ Address = {Heidelberg},
+ Note = {ISBN: 0817638091},
+
+ Keywords = {biology textbook},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Yeung2002,
+ Title = {Reverse engineering gene networks using singular value decomposition and robust regression.},
+ Author = {Yeung, M. K. and Tegn\'{e}r, J. and Collins, J. J. },
+ Journal = {Proc. Nat. Acad. Sci.},
+ Year = {2002},
+
+ Month = {April},
+ Number = {9},
+ Pages = {6163--6168},
+ Volume = {99},
+
+ Abstract = {We propose a scheme to reverse-engineer gene networks on a genome-wide scale using a relatively small amount of gene expression data from microarray experiments. Our method is based on the empirical observation that such networks are typically large and sparse. It uses singular value decomposition to construct a family of candidate solutions and then uses robust regression to identify the solution with the smallest number of connections as the most likely solution. Our algorithm has O(log N) sampling complexity and O(N(4)) computational complexity. We test and validate our approach in a series of in numero experiments on model gene networks.},
+ Address = {Center for BioDynamics and Department of Biomedical Engineering, Boston University, Boston, MA 02215, USA.},
+ Citeulike-article-id = {339762},
+ Doi = {10.1073/pnas.092576199},
+ File = {:/Users/baldassarre/Documents/Scienza/BIO/Gene Expression/yeung02genetworksvd.pdf:PDF},
+ ISSN = {0027-8424},
+ Keywords = {bioinfomatics, gene, graph, multi-output, networks},
+ Owner = {baldassarre},
+ Posted-at = {2009-04-29 12:44:04},
+ Priority = {2},
+ Timestamp = {2009.04.29},
+ Url = {http://dx.doi.org/10.1073/pnas.092576199}
+}
+
+@Book{Young1971,
+ Title = {Iterative solution of large linear systems},
+ Author = {Young, David M.},
+ Editor = {Young, David M.},
+ Publisher = { Academic Press, New York, },
+ Year = {1971},
+
+ Catalogue-url = { http://nla.gov.au/nla.cat-vn253950 },
+ ISBN = { 0127730508 },
+ Language = { English },
+ Life-dates = { 1971 - },
+ Owner = {quoctd},
+ Pages = { xxiv, 570 p. },
+ Subjects = { Equations, Simultaneous.; Iterative methods (Mathematics); Linear systems. },
+ Timestamp = {2013.08.23},
+ Type = { Book }
+}
+
+@InCollection{Yu1997,
+ Title = {{A}ssouad, {F}ano, and {L}e {C}am},
+ Author = {Yu, Bin},
+ Booktitle = {Festschrift for {L}ucien {L}e {C}am: Research Papers in Probability and Statistics},
+ Publisher = {Springer},
+ Year = {1997},
+
+ Address = {New York},
+ Editor = {Pollard, David and Torgersen Erik and Yang, Grace L.},
+ Pages = {423--435},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.18}
+}
+
+@Article{Yu2013,
+ Title = {Stability},
+ Author = {Yu, Bin},
+ Journal = {Bernoulli},
+ Year = {2013},
+ Number = {4},
+ Pages = {1484--1500},
+ Volume = {19},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.28}
+}
+
+@Article{Yu2010,
+ Title = {A quasi-Newton approach to nonsmooth convex optimization problems in machine learning},
+ Author = {Yu, J. and Vishwanathan, S. and G{\"u}nter, S. and Schraudolph, N.},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2010},
+ Pages = {1145--1200},
+ Volume = {11},
+
+ Owner = {jmscarlett},
+ Publisher = {JMLR. org},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Yu2005,
+ Title = {Learning Gaussian processes from multiple tasks},
+ Author = {Yu, Kai and Tresp, Volker and Schwaighofer, Anton},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2005},
+
+ Address = {New York, NY, USA},
+ Pages = {1012--1019},
+ Publisher = {ACM},
+
+ Doi = {http://doi.acm.org/10.1145/1102351.1102479},
+ File = {:Statistical Learning/Multitask/yu05gpmt.pdf:PDF},
+ ISBN = {1-59593-180-5},
+ Location = {Bonn, Germany},
+ Owner = {baldazen},
+ Timestamp = {2009.01.28}
+}
+
+@Article{Yu2012,
+ Title = {Implicit and explicit algorithms for solving the split feasibility problem},
+ Author = {X. Yu and N. Shahzad and Y. Yao},
+ Journal = {Opt. Lett.},
+ Year = {2012},
+ Pages = {1447–1462},
+ Volume = {6},
+
+ File = {:Papers/Yu2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.01}
+}
+
+@InProceedings{Yuan2011,
+ Title = {Efficient methods for overlapping group lasso.},
+ Author = {Yuan, L. and Liu, J. and Ye, J.},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2011},
+ Number = {9},
+ Pages = {352--360},
+ Volume = {35},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Yuan2006,
+ Title = {Model selection and estimation in regression with grouped variables},
+ Author = {Yuan, M. and Lin, Y.},
+ Journal = {J. Royal Stat. Soc.: Series B (Statistical Methodology)},
+ Year = {2006},
+ Number = {1},
+ Pages = {49--67},
+ Volume = {68},
+
+ File = {yuan2006model.pdf:Statistical Learning\\SPARSITY\\yuan2006model.pdf:PDF},
+ Keywords = {group lasso, sparsity, regression},
+ Owner = {jmscarlett},
+ Publisher = {Wiley Online Library},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Yuan2012,
+ Title = {Alternating Direction Method for Covariance Selection Models},
+ Author = {Yuan, X.},
+ Journal = {J. Sci. Comp.},
+ Year = {2012},
+ Number = {2},
+ Pages = {261--273},
+ Volume = {51},
+
+ Owner = {quoctd},
+ Publisher = {Springer},
+ Timestamp = {2013.01.10}
+}
+
+@Article{Yu2011,
+ Title = {RECENT ADVANCES IN NUMERICAL METHODS FOR NONLINEAR EQUATIONS AND NONLINEAR LEAST SQUARES},
+ Author = {Y. X. Yuan},
+ Journal = {Numerical Algebra, Control and Optimization},
+ Year = {2011},
+ Number = {1},
+ Pages = {15--34},
+ Volume = {1},
+
+ File = {:Papers/Yuan2011.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.22}
+}
+
+@Book{Zangwill1969,
+ Title = {Nonlinear Programming},
+ Author = {W.I. Zangwill},
+ Editor = {N. J. Englewood Cliffs},
+ Publisher = {Prentice Hall},
+ Year = {1969},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Zaslavski2013,
+ Title = {Subgradient Projection Algorithms and Approximate Solutions of Convex Feasibility Problems},
+ Author = {A.J. Zaslavski},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {2013},
+ Pages = {1--17},
+ Volume = {xx},
+
+ File = {:Papers/Zaslavski2013.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2013.01.14}
+}
+
+@Article{Zaslavski2010,
+ Title = {Convergence of a Proximal Point Method in the Presence of Computational Errors in Hilbert Spaces.},
+ Author = {Alexander J. Zaslavski},
+ Journal = {SIAM J. Opt.},
+ Year = {2010},
+ Pages = {2413-2421},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Zavala2010,
+ Title = {{R}eal-{T}ime {N}onlinear {O}ptimization as a {G}eneralized {E}quation},
+ Author = {V. Zavala and M. Anitescu},
+ Journal = {SIAM J. Control Opt.},
+ Year = {2010},
+ Number = {8},
+ Pages = {5444--5467},
+ Volume = {48},
+
+ File = {:Papers/Zavala2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.05.14}
+}
+
+@Article{Zavala2009,
+ Title = {Optimization-based strategies for the operation of low-density polyethylene tubular reactors: Moving Horizon Estimation},
+ Author = {Zavala, V.M. and Biegler, L.T.},
+ Journal = {Comp. Chem. Eng.},
+ Year = {2009},
+ Number = {1},
+ Pages = {379--390},
+ Volume = {33},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Zavala2008,
+ Title = {A {F}ast {M}oving {H}orizon {E}stimation {A}lgorithm {B}ased on {N}onlinear {P}rogramming {S}ensitivity},
+ Author = {V.M. Zavala and C.D. Laird and L.T. Biegler},
+ Journal = {J. Proc. Control},
+ Year = {2008},
+ Number = {9},
+ Pages = {876 - 884},
+ Volume = {18},
+
+ Doi = {10.1016/j.jprocont.2008.06.003},
+ ISSN = {0959-1524},
+ Keywords = {Estimation algorithms},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0959152408001091}
+}
+
+@Article{Zaval2010,
+ Title = {Stability analysis of an approximate scheme for moving horizon estimation},
+ Author = {V. M. Zavala},
+ Journal = {Comp. Chem. Eng.},
+ Year = {2010},
+ Number = {10},
+ Pages = {1662 - 1670},
+ Volume = {34},
+
+ Doi = {10.1016/j.compchemeng.2010.02.033},
+ File = {:Zavala2010.pdf:PDF},
+ ISSN = {0098-1354},
+ Keywords = {Estimation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://www.sciencedirect.com/science/article/pii/S0098135410000761}
+}
+
+@Book{Zeidler1995,
+ Title = {Applied Functional Analysis: Main Principles and Their Applications},
+ Author = {Zeidler, Eberhard},
+ Publisher = {Springer-Verl.},
+ Year = {1995},
+
+ Address = {New York, NY},
+
+ Owner = {yhli},
+ Timestamp = {2014.10.23}
+}
+
+@Book{Zeidler1986,
+ Title = {Nonlinear Functional Analysis and its Applications I: Fixed-Point Theorems},
+ Author = {Zeidler, Eberhard},
+ Publisher = {Springer-Verl.},
+ Year = {1986},
+
+ Address = {New York, NY},
+
+ Owner = {yhli},
+ Timestamp = {2014.10.07}
+}
+
+@Article{Zeng2013,
+ Title = {A novel sparsity and clustering regularization},
+ Author = {Zeng, X. and Figueiredo, M.},
+ Journal = {arXiv preprint arXiv:1310.4945},
+ Year = {2013},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Zhang2011a,
+ Title = {Adaptive forward-backward greedy algorithm for learning sparse representations},
+ Author = {Zhang, T.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2011},
+ Number = {7},
+ Pages = {4689--4708},
+ Volume = {57},
+
+ Owner = {jmscarlett},
+ Publisher = {IEEE},
+ Timestamp = {2014.11.25}
+}
+
+@Misc{Zhang2004,
+ Title = {An Infinity-sample Theory For Multi-category Large Margin Classification},
+
+ Author = {T. Zhang},
+ Year = {2004},
+
+ File = {Zhang04infinitysample.pdf:Statistical Learning/Multiclass/Zhang04infinitysample.pdf:PDF},
+ Owner = {luca},
+ Text = {Zhang, T.: An Infinity-sample Theory For Multi-category Large Margin Classification. In Adv. Neur. Inf. Proc. Sys. (NIPS) 16 (2004)},
+ Timestamp = {2014.11.25},
+ Url = {citeseer.ist.psu.edu/zhang03infinitysample.html}
+}
+
+@Article{Zhang2004a,
+ Title = {Statistical Analysis of Some Multi-Category Large Margin Classification Methods},
+ Author = {T. Zhang},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2004},
+ Pages = {1225-1251},
+ Volume = {5},
+
+ File = {Zhang04Multicat.pdf:Statistical Learning/Multiclass/Zhang04Multicat.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@Article{Zhang2004b,
+ Title = {Statistical behavior and consistency of classification methods based on convex risk minimization},
+ Author = {Zhang, Tong},
+ Journal = {Ann. Stats.},
+ Year = {2004},
+ Number = {1},
+ Pages = {56--134},
+ Volume = {32},
+
+ Owner = {yhli},
+ Timestamp = {2014.08.13}
+}
+
+@Article{Zhang2003,
+ Title = {Leave-one-out bounds for kernel methods},
+ Author = {Zhang, Tong},
+ Journal = {Neural Comp.},
+ Year = {2003},
+ Number = {6},
+ Pages = {1397--1437},
+ Volume = {15},
+
+ Address = {Cambridge, MA, USA},
+ Doi = {http://dx.doi.org/10.1162/089976603321780326},
+ File = {zhang03loo.pdf:Statistical Learning/zhang03loo.pdf:PDF},
+ ISSN = {0899-7667},
+ Owner = {baldassarre},
+ Publisher = {MIT Press},
+ Timestamp = {2009.11.04}
+}
+
+@TechReport{Zhang2001a,
+ Title = {Statistical behavior and consistency of classification methods based on convex risk minimization.},
+ Author = {T. Zhang},
+ Institution = {IBM T.J. Watson Research Center},
+ Year = {2001},
+
+ File = {Zhang01ConsistencyClassification.pdf:Statistical Learning/Classification/Zhang01ConsistencyClassification.pdf:PDF},
+ Owner = {luca},
+ Timestamp = {2007.03.12}
+}
+
+@Article{Zhang2011,
+ Title = {A Unified Primal-Dual Algorithm Framework Based on Bregman Iteration},
+ Author = {Zhang, X. and Burger, M. and Osher, S.},
+ Journal = {J. Sci. Comp.},
+ Year = {2011},
+
+ Month = jan,
+ Number = {1},
+ Pages = {20--46},
+ Volume = {46},
+
+ Acmid = {1937866},
+ Address = {New York, NY, USA},
+ Doi = {10.1007/s10915-010-9408-8},
+ ISSN = {0885-7474},
+ Issue_date = {January 2011},
+ Keywords = {l1 minimization, Bregman iteration, Inexact Uzawa methods, Proximal point iteration, Saddle point},
+ Numpages = {27},
+ Owner = {quoctd},
+ Publisher = {Plenum Press},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/s10915-010-9408-8}
+}
+
+@Article{Zhang2010,
+ Title = {A non-interior-point smoothing method for variational inequality problem},
+ Author = {X. Zhang and S. Liu and Z. Liu},
+ Journal = {J. Comp. App. Math.},
+ Year = {2010},
+ Pages = {713--721},
+ Volume = {234},
+
+ File = {:Papers/Zhang2010.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.25}
+}
+
+@Article{Zhang2012,
+ Title = {TILT: transform invariant low-rank textures},
+ Author = {Zhang, Zhengdong and Ganesh, Arvind and Liang, Xiao and Ma, Yi},
+ Journal = {Int. J. Comp. Vision},
+ Year = {2012},
+ Number = {1},
+ Pages = {1--24},
+ Volume = {99},
+
+ File = {zhang2012tilt.pdf:zhang2012tilt.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Springer},
+ Timestamp = {2014.11.25}
+}
+
+@InProceedings{Zhang2013,
+ Title = {{MR} images reconstruction based on {TV}-Group sparse model},
+ Author = {Zhang, Z. and Shi, Y. and Yin, B.},
+ Booktitle = {Multimedia and Expo (ICME), 2013 IEEE International Conference on},
+ Year = {2013},
+ Organization = {IEEE},
+ Pages = {1--6},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Zhao2005,
+ Title = {A {L}agrangian dual method with self-concordant barriers for multistage stochastic convex programming},
+ Author = {G. Zhao},
+ Journal = {Math. Prog.},
+ Year = {2005},
+ Pages = {1--24},
+ Volume = {102},
+
+ File = {:Papers/Zhao2005.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Zhao2001,
+ Title = {A Log-barrier with {B}enders decomposition for solving two-stage stochastic programs},
+ Author = {G. Zhao},
+ Journal = {Math. Program.},
+ Year = {2001},
+ Pages = {507--536},
+ Volume = {90},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@Article{Zhao1999,
+ Title = {Interior point methods with decomposition for solving large-scale linear programs},
+ Author = {G. Zhao},
+ Journal = {J. Opt. Theory and Apps.},
+ Year = {1999},
+ Pages = {169--192},
+ Volume = {102},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.09}
+}
+
+@InProceedings{Zhao2004,
+ Title = {{N}onlinear {M}odel {P}redictive {C}ontrol of {R}obots {U}sing {R}eal-{T}ime {O}ptimization},
+ Author = {J. Zhao and M. Diehl and R. Longman and H.G. Bock and J.P. Schl\"oder},
+ Booktitle = {Proc. AIAA/AAS Astrodynamics Conf.},
+ Year = {2004},
+
+ Address = {Providence, RI},
+ Month = {August},
+
+ File = {Zhao2004.pdf:Zhao2004.pdf:PDF},
+ Keywords = {agbock optimal control NMPC robotics},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Article{Zhao2009,
+ Title = {The composite absolute penalties family for grouped and hierarchical variable selection},
+ Author = {Zhao, P. and Rocha, G. and Yu, B.},
+ Journal = {Ann. Stats..},
+ Year = {2009},
+ Number = {6A},
+ Pages = {3468--3497},
+ Volume = {37},
+
+ File = {zhao2009composite.pdf:zhao2009composite.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Institute of Mathematical Statistics},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Zhao2006a,
+ Title = {Grouped and hierarchical model selection through composite absolute penalties},
+ Author = {Zhao, Peng and Rocha, Guilherme and Yu, Bin},
+ Journal = {Department of Statistics, UC Berkeley, Tech. Rep},
+ Year = {2006},
+ Volume = {703},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Zhao2006,
+ Title = {On model selection consistency of {L}asso},
+ Author = {Zhao, Peng and Yu, Bin},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2006},
+ Pages = {2541--2563},
+ Volume = {7},
+
+ Owner = {yhli},
+ Timestamp = {2014.02.14}
+}
+
+@Article{Zhao2012,
+ Title = {Reweighted $\ell_1$-Minimization for Sparse Solutions to Underdetermined Linear Systems},
+ Author = {Y.B. Zhao and D. Li},
+ Journal = {SIAM J. Opt.},
+ Year = {2012},
+ Number = {3},
+ Pages = {1065--1088},
+ Volume = {22},
+
+ File = {:Papers/Zhao2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.10.24}
+}
+
+@Article{Zhou2006,
+ Title = {Gradient Methods with Adaptive Step-Sizes},
+ Author = {Zhou, B. and Gao, L. and Dai, Y.},
+ Journal = {Comp. Opt. Apps.},
+ Year = {2006},
+ Note = {10.1007/s10589-006-6446-0},
+ Pages = {69--86},
+ Volume = {35},
+
+ Affiliation = {Peking University School of Mathematical Sciences and LMAM Beijing 100871 People's Republic of China Beijing 100871 People's Republic of China},
+ ISSN = {0926-6003},
+ Issue = {1},
+ Keyword = {Mathematics and Statistics},
+ Owner = {quoctd},
+ Publisher = {Springer Netherlands},
+ Timestamp = {2013.08.23},
+ Url = {http://dx.doi.org/10.1007/s10589-006-6446-0}
+}
+
+@Article{Zhou2010,
+ Title = {Association screening of common and rare genetic variants by penalized regression},
+ Author = {Zhou, H. and Sehl, M.E. and Sinsheimer, J.S. and Lange, K.},
+ Journal = {Bioinformatics},
+ Year = {2010},
+ Number = {19},
+ Pages = {2375},
+ Volume = {26},
+
+ File = {zhou2010association.pdf:zhou2010association.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Oxford University Press},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Zhou2012,
+ Title = {Saddle point and exact penalty representation for generalized proximal {L}agrangians},
+ Author = {J. Zhou and N. Xiu and C. Wang},
+ Journal = {J. Global Opt.},
+ Year = {2012},
+ Pages = {669--687},
+ Volume = {54},
+
+ File = {:Papers/Zhou2012.pdf:PDF},
+ Owner = {quoctd},
+ Timestamp = {2012.11.01}
+}
+
+@Book{Zhou1996,
+ Title = {{R}obust and optimal control},
+ Author = {K. Zhou and J.C. Doyle and K. Glover},
+ Publisher = {Prentice {H}all},
+ Year = {1996},
+
+ Address = {Englewood Cliffs, NJ},
+
+ Keywords = {optimal control robust},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@InProceedings{Zhou2010a,
+ Title = {Exclusive lasso for multi-task feature selection},
+ Author = {Zhou, Y. and Jin, R. and Hoi, S.},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2010},
+ Pages = {988--995},
+
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Zhu2008,
+ Title = {An efficient primal-dual hybrid gradient algorithm for total variation image restoration},
+ Author = {M. Zhu and T. Chan},
+ Journal = {UCLA CAM technical report},
+ Year = {2008},
+ Volume = {08--34},
+
+ Owner = {quoctd},
+ Timestamp = {2014.07.09}
+}
+
+@InProceedings{Zien2007,
+ Title = {Multiclass multiple kernel learning},
+ Author = {Zien, A. and Ong, C.S.},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2007},
+ Organization = {ACM},
+ Pages = {1198},
+
+ File = {zien2007multiclass.pdf:Statistical Learning/Multiclass/zien2007multiclass.pdf:PDF},
+ Owner = {baldassarre},
+ Timestamp = {2010.02.16}
+}
+
+@Article{Zillober2004,
+ Title = {Very large scale optimization by sequential convex programming},
+ Author = {C. Zillober and K. Schittkowski and K. Moritzen},
+ Journal = {Opt. Methods and Softw.},
+ Year = {2004},
+ Pages = {103--120},
+ Volume = {19},
+
+ Owner = {quoctd},
+ Timestamp = {2012.04.08}
+}
+
+@Article{Zou2006,
+ Title = {The adaptive lasso and its oracle properties},
+ Author = {Zou, H.},
+ Journal = {J. Amer. Stat. Assoc.},
+ Year = {2006},
+ Number = {476},
+ Pages = {1418--1429},
+ Volume = {101},
+
+ File = {zou2006adaptive.pdf:Statistical Learning\\SPARSITY\\zou2006adaptive.pdf:PDF},
+ Owner = {BaldaZen},
+ Publisher = {ASA},
+ Timestamp = {2012.02.02}
+}
+
+@Article{Zou2005,
+ Title = {Regularization and variable selection via the elastic net},
+ Author = {Zou, H. and Hastie, T.},
+ Journal = {J. Royal Stat. Soc.: Series B (Statistical Methodology)},
+ Year = {2005},
+ Number = {2},
+ Pages = {301-320},
+ Volume = {67},
+
+ File = {zou2005regularization.pdf:Statistical Learning\\SPARSITY\\zou2005regularization.pdf:PDF},
+ Owner = {baldazen},
+ Timestamp = {2008.02.08}
+}
+
+@Article{Zou2007,
+ Title = {On the ``degrees of freedom'' of the lasso},
+ Author = {Zou, Hui and Hastie, Trevor and Tibshirani, Robert},
+ Journal = {Ann. Stats.},
+ Year = {2007},
+ Number = {5},
+ Pages = {2173--2192},
+ Volume = {35},
+
+ Owner = {yhli},
+ Timestamp = {2014.07.07}
+}
+
+@Article{Zou2009,
+ Title = {On the adaptive elastic-net with a diverging number of parameters},
+ Author = {Zou, H. and Zhang, H.H.},
+ Journal = {Annals of statistics},
+ Year = {2009},
+ Number = {4},
+ Pages = {1733},
+ Volume = {37},
+
+ File = {zou2009adaptive.pdf:Statistical Learning\\SPARSITY\\zou2009adaptive.pdf:PDF},
+ Owner = {BaldaZen},
+ Publisher = {NIH Public Access},
+ Timestamp = {2012.02.02}
+}
+
+@Article{Zou2008,
+ Title = {The margin vector, admissible loss and multi-class marginbased classifiers},
+ Author = {Zou, H. and Zhu, J. and Hastie, T.},
+ Journal = {Annals of Applied Statistics},
+ Year = {2008},
+ Pages = {1290--1306},
+ Volume = {2},
+
+ File = {zou2008margin.pdf:Statistical Learning/Multiclass/zou2008margin.pdf:PDF},
+ Owner = {jmscarlett},
+ Publisher = {Citeseer},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Zouzias2012,
+ Title = {Randomized extended Kaczmarz for solving least-squares},
+ Author = {Zouzias, Anastasios and Freris, Nikolaos M},
+ Journal = {arXiv preprint arXiv:1205.5770},
+ Year = {2012},
+
+ File = {zouzias2012randomized.pdf:Optimization/zouzias2012randomized.pdf:PDF},
+ Owner = {jmscarlett},
+ Timestamp = {2014.11.25}
+}
+
+@Article{Zucknick2008,
+ Title = {Comparing the characteristics of gene expression profiles derived by univariate and multivariate classification methods},
+ Author = {Zucknick, M. and Richardson, S. and Stronach, E.A.},
+ Journal = {Statistical applications in genetics and molecular biology},
+ Year = {2008},
+ Number = {1},
+ Pages = {7},
+ Volume = {7},
+
+ Owner = {jmscarlett},
+ Publisher = {bepress},
+ Timestamp = {2014.11.25}
+}
+
+@Book{Findeisen2006,
+ Title = {{A}ssessment and {F}uture {D}irections of {N}onlinear {M}odel {P}redictive {C}ontrol},
+ Editor = {R. Findeisen and F. Allg\"ower and L. Biegler},
+ Publisher = {Springer},
+ Year = {2006},
+ Series = {Lecture Notes in Control and Information Sciences},
+
+ Keywords = {OPTEC-library},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Misc{ATLAS_Home,
+ Title = {{ATLAS} {H}omepage},
+ Note = {http://math-atlas.sourceforge.net/},
+
+ Keywords = {computation},
+ Owner = {quoctd},
+ Timestamp = {2013.08.23}
+}
+
+@Misc{PROPT_Home,
+ Title = {{PROPT} {H}omepage},
+ HowPublished = {\url{http://tomdyn.com}},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://tomdyn.com}
+}
+
+@Misc{CasADi_HOME,
+ Title = {{CasADi} {H}omepage},
+ HowPublished = {\url{http://casadi.org}},
+ Year = {2013},
+
+ Owner = {quoctd},
+ Timestamp = {2013.08.23},
+ Url = {http://casadi.org/}
+}
+
+@comment{jabref-meta: selector_review:}
+
+@comment{jabref-meta: selector_publisher:}
+
+@comment{jabref-meta: selector_author:}
+
+@comment{jabref-meta: selector_journal:}
+
+@comment{jabref-meta: selector_keywords:}
+
diff --git a/references_alp.bib b/references_alp.bib
new file mode 100644
index 0000000..c1d34d2
--- /dev/null
+++ b/references_alp.bib
@@ -0,0 +1,644 @@
+%% This BibTeX bibliography file was created using BibDesk.
+%% http://bibdesk.sourceforge.net/
+
+
+%% Created for Alp Yurtsever at 2017-10-02 14:53:45 +0200
+
+
+%% Saved with string encoding Unicode (UTF-8)
+
+
+
+@conference{alp2017aistats,
+ Address = {Fort Lauderdale},
+ Author = {Alp Yurtsever and Madeleine Udell and Joel Aaron Tropp and Volkan Cevher},
+ Booktitle = {20th International Conference on Artificial Intelligence and Statistics (AISTATS2017)},
+ Date-Added = {2017-10-02 12:53:44 +0000},
+ Date-Modified = {2017-10-02 12:53:44 +0000},
+ Title = {Sketchy Decisions: Convex Low-Rank Matrix Optimization with Optimal Storage},
+ Year = {2017}}
+
+@inproceedings{JOELNIPS,
+ Author = {Tropp, Joel A and Yurtsever, Alp and Udell, Madeleine and Cevher, Volkan},
+ Booktitle = {Conference on Neural Information Processing Systems (NIPS)},
+ Note = {https://arxiv.org/abs/1706.05736},
+ Title = {Fixed-Rank Approximation of a Positive-Semidefinite Matrix from Streaming Data},
+ Year = {2017}}
+
+@article{nesterov2005smooth,
+ Author = {Nesterov, Yu},
+ Journal = {Mathematical programming},
+ Number = {1},
+ Pages = {127--152},
+ Publisher = {Springer},
+ Title = {Smooth minimization of non-smooth functions},
+ Volume = {103},
+ Year = {2005}}
+
+@article{calinescu2011maximizing,
+ Author = {Calinescu, Gruia and Chekuri, Chandra and P{\'a}l, Martin and Vondr{\'a}k, Jan},
+ Journal = {SIAM Journal on Computing},
+ Number = {6},
+ Pages = {1740--1766},
+ Publisher = {SIAM},
+ Title = {Maximizing a monotone submodular function subject to a matroid constraint},
+ Volume = {40},
+ Year = {2011}}
+
+@article{chandrasekaran2012convex,
+ Author = {Chandrasekaran, Venkat and Recht, Benjamin and Parrilo, Pablo A and Willsky, Alan S},
+ Journal = {Foundations of Computational mathematics},
+ Number = {6},
+ Pages = {805--849},
+ Publisher = {Springer},
+ Title = {The convex geometry of linear inverse problems},
+ Volume = {12},
+ Year = {2012}}
+
+@article{Bolte2014,
+ Abstract = {We introduce a proximal alternating linearized minimization (PALM) algorithm for solving a broad class of nonconvex and nonsmooth minimization problems. Building on the powerful Kurdyka--{\L}ojasiewicz property, we derive a self-contained convergence analysis framework and establish that each bounded sequence generated by PALM globally converges to a critical point. Our approach allows to analyze various classes of nonconvex-nonsmooth problems and related nonconvex proximal forward--backward algorithms with semi-algebraic problem's data, the later property being shared by many functions arising in a wide variety of fundamental applications. A by-product of our framework also shows that our results are new even in the convex setting. As an illustration of the results, we derive a new and simple globally convergent algorithm for solving the sparse nonnegative matrix factorization problem.},
+ Author = {Bolte, J{\'e}r{\^o}me and Sabach, Shoham and Teboulle, Marc},
+ Day = {01},
+ Doi = {10.1007/s10107-013-0701-9},
+ Issn = {1436-4646},
+ Journal = {Mathematical Programming},
+ Month = {Aug},
+ Number = {1},
+ Pages = {459--494},
+ Title = {Proximal alternating linearized minimization for nonconvex and nonsmooth problems},
+ Url = {https://doi.org/10.1007/s10107-013-0701-9},
+ Volume = {146},
+ Year = {2014},
+ Bdsk-Url-1 = {https://doi.org/10.1007/s10107-013-0701-9},
+ Bdsk-Url-2 = {http://dx.doi.org/10.1007/s10107-013-0701-9}}
+
+@conference{ilija2017colt,
+ Address = {Amsterdam},
+ Author = {Jonathan Scarlett and Ilija Bogunovic and Volkan Cevher},
+ Booktitle = {Conference on Learning Theory (COLT)},
+ Date-Added = {2017-10-02 07:53:06 +0000},
+ Date-Modified = {2017-10-02 07:53:46 +0000},
+ Title = {Lower Bounds on Regret for Noisy Gaussian Process Bandit Optimization},
+ Year = {2017}}
+
+@conference{ilija2016nips,
+ Address = {Barcelona},
+ Author = {Ilija Bogunovic and Jonathan Scarlett and Andreas Krause and Volkan Cevher},
+ Booktitle = {Conference on Neural Information Processing Systems (NIPS)},
+ Date-Added = {2017-10-02 07:50:19 +0000},
+ Date-Modified = {2017-10-02 07:51:20 +0000},
+ Title = {Truncated Variance Reduction: A Unified Approach to Bayesian Optimization and Level-Set Estimation},
+ Year = {2016}}
+
+@conference{ilija2016aistats,
+ Address = {Cadiz},
+ Author = {Ilija Bogunovic and Jonathan Scarlett and Volkan Cevher},
+ Booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},
+ Date-Added = {2017-10-02 07:43:14 +0000},
+ Date-Modified = {2017-10-02 07:49:46 +0000},
+ Title = {Time-Varying Gaussian Process Bandit Optimization},
+ Year = {2016}}
+
+@article{Nesterov2009pdsubgradient,
+ Author = {Yurii Nesterov},
+ Date-Added = {2017-09-30 18:44:59 +0000},
+ Date-Modified = {2017-09-30 18:46:26 +0000},
+ Journal = {Mathematical Programming},
+ Number = {1, Ser. B},
+ Pages = {221-256},
+ Title = {Primal-Dual Subgradient Methods for Convex Problems},
+ Volume = {120},
+ Year = {2009}}
+
+@article{Nesterov2007dualext,
+ Author = {Yurii Nesterov},
+ Date-Added = {2017-09-30 18:41:05 +0000},
+ Date-Modified = {2017-09-30 18:44:32 +0000},
+ Journal = {Mathematical Programming},
+ Number = {2-3},
+ Pages = {319--344},
+ Title = {Dual Extrapolation and its Applications to Solving Variational Inequalities and related Problems},
+ Volume = {109},
+ Year = {2007}}
+
+@article{Duchi2011adagrad,
+ Author = {John Duchi and Elad Hazan and Yoram Singer},
+ Date-Added = {2017-09-30 18:34:15 +0000},
+ Date-Modified = {2017-09-30 18:36:47 +0000},
+ Journal = {Journal of Machine Learning Research},
+ Pages = {2121--2159},
+ Title = {Adaptive Subgradient Methods for Online Learning and Stochastic Optimization},
+ Volume = {12},
+ Year = {2011}}
+
+@unpublished{Quoc2017asgard,
+ Author = {Quoc Tran-Dinh and Olivier Fercoq and Volkan Cevher},
+ Date-Added = {2017-09-30 18:02:29 +0000},
+ Date-Modified = {2017-10-01 08:58:55 +0000},
+ Note = {to appear in SIAM Journal on Optimization (SIOPT)},
+ Title = {A Smooth Primal-Dual Optimization Framework for Nonsmooth Composite Convex Minimization},
+ Year = {2017}}
+
+@article{Zhao1998qap,
+ Author = {Qing Zhao and Stefan E. Karisch and Franz Rendl and Henry Wolkowicz},
+ Date-Added = {2017-09-26 13:52:54 +0000},
+ Date-Modified = {2017-09-26 13:54:01 +0000},
+ Journal = {Journal of Combinatorial Optimization},
+ Number = {1},
+ Pages = {71--109},
+ Title = {Semidefinite programming relaxations for the quadratic assignment problem},
+ Volume = {2},
+ Year = {1998}}
+
+@article{Loiola2007,
+ Author = {Eliane Maria Loiola and Nair Maria Maia de Abreu and Paulo Oswaldo Boaventura-Netto and Peter Hahn and Tania Querido},
+ Date-Added = {2017-09-26 13:47:39 +0000},
+ Date-Modified = {2017-09-26 13:48:29 +0000},
+ Journal = {European Journal of Operational Research},
+ Number = {2},
+ Pages = {657--690},
+ Title = {A survey for the quadratic assignment problem},
+ Volume = {176},
+ Year = {2007}}
+
+@article{Koopmans1957,
+ Author = {T. C. Koopmans, M. J. Beckmann},
+ Date-Added = {2017-09-26 13:45:05 +0000},
+ Date-Modified = {2017-09-26 13:46:05 +0000},
+ Journal = {Econometrica},
+ Pages = {53--76},
+ Title = {Assignment problems and the location of economic activities},
+ Volume = {25},
+ Year = {1957}}
+
+@article{nemirovskii1983problem,
+ Author = {Nemirovskii, Arkadii and Yudin, David Borisovich and Dawson, Edgar Ronald},
+ Publisher = {Wiley},
+ Title = {Problem complexity and method efficiency in optimization},
+ Year = {1983}}
+
+@article{ben2001ordered,
+ Author = {Ben-Tal, Aharon and Margalit, Tamar and Nemirovski, Arkadi},
+ Journal = {SIAM Journal on Optimization},
+ Number = {1},
+ Pages = {79--108},
+ Publisher = {SIAM},
+ Title = {The ordered subsets mirror descent optimization method with applications to tomography},
+ Volume = {12},
+ Year = {2001}}
+
+@article{beck2003mirror,
+ Author = {Beck, Amir and Teboulle, Marc},
+ Journal = {Operations Research Letters},
+ Number = {3},
+ Pages = {167--175},
+ Publisher = {Elsevier},
+ Title = {Mirror descent and nonlinear projected subgradient methods for convex optimization},
+ Volume = {31},
+ Year = {2003}}
+
+@article{Madani2014,
+ Author = {R. Madani, S. Sojoudi, J. Lavaei},
+ Date-Added = {2017-09-25 23:39:49 +0000},
+ Date-Modified = {2017-09-25 23:40:22 +0000},
+ Journal = {IEEE Transactions on Power Systems},
+ Title = {Convex relaxation for optimal power flow problem: mesh networks},
+ Year = {2014}}
+
+@article{Sojoudi2012,
+ Author = {S. Sojoudi, J. Lavaei},
+ Date-Added = {2017-09-25 23:37:51 +0000},
+ Date-Modified = {2017-09-25 23:39:26 +0000},
+ Journal = {Proc. IEEE Power and Energy Soc. General Meeting},
+ Title = {Physics of power networks makes hard optimization problems easy to solve},
+ Year = {2012}}
+
+@article{Zhang2011,
+ Author = {B. Zhang, D. Tse},
+ Date-Added = {2017-09-25 23:37:05 +0000},
+ Date-Modified = {2017-09-25 23:37:47 +0000},
+ Journal = {Proc. 49th Annu. Allerton Conf.},
+ Title = {Geometry of feasible injection region of power networks},
+ Year = {2011}}
+
+@article{Lavaei2012,
+ Author = {J. Lavaei, S. Low},
+ Date-Added = {2017-09-25 23:34:24 +0000},
+ Date-Modified = {2017-09-25 23:35:20 +0000},
+ Journal = {IEEE Transactions on Power Systems},
+ Title = {Zero duality gap in optimal power flow problem},
+ Year = {2012}}
+
+@inproceedings{alpnips,
+ Author = {Yurtsever, Alp and Dinh, Quoc Tran and Cevher, Volkan},
+ Booktitle = {Advances in Neural Information Processing Systems},
+ Pages = {3150--3158},
+ Title = {A universal primal-dual convex optimization framework},
+ Year = {2015}}
+
+@inproceedings{becker2013randomized,
+ Address = {Bremen},
+ Author = {Stephen Becker and Volkan Cevher and Anastasios Kyrillidis},
+ Booktitle = {10th International Conference on Sampling Theory and Applications (Sampta)},
+ Date-Added = {2016-10-02 16:18:29 +0000},
+ Date-Modified = {2016-10-02 16:19:46 +0000},
+ Title = {Randomized Low-Memory Singular Value Projection},
+ Year = {2013}}
+
+@inproceedings{nips,
+ Address = {Montr{\'e}al},
+ Author = {Carlson David and Edo Collins and Ya-Ping Hsieh and Lawrance Carin and Volkan Cevher},
+ Booktitle = {Proc. 29th Ann. Conf. Neural Information Processings (NIPS)},
+ Date-Added = {2016-10-02 16:15:06 +0000},
+ Date-Modified = {2016-10-02 16:16:43 +0000},
+ Title = {Preconditioned Spectral Descent for Deep Learning},
+ Year = {2015}}
+
+@inproceedings{tasosALPS,
+ Author = {A. Kyrillidis and V. Cevher},
+ Booktitle = {IEEE Statistical Signal Processing Workshop (SSP)},
+ Date-Added = {2016-10-02 16:10:49 +0000},
+ Date-Modified = {2016-10-02 16:11:43 +0000},
+ Pages = {185--188},
+ Title = {MATRIX ALPS: Accelerated low rank and sparse matrix reconstruction},
+ Year = {2012}}
+
+@article{JOELSIMAX,
+ Author = {Joel Aaron Tropp and Alp Yurtsever and Madeleine Udell and Volkan Cevher},
+ Date-Added = {2016-10-02 15:54:03 +0000},
+ Date-Modified = {2016-10-02 16:08:35 +0000},
+ Journal = {SIAM Journal on Matrix Analysis and Applications (SIMAX)},
+ Note = {https://arxiv.org/abs/1609.00048},
+ Title = {Randomized single-view algorithms for low-rank matrix approximation},
+ Year = {2016}}
+
+@unpublished{bang2016,
+ Author = {Cevher, Volkan and Vu, Cong Bang and Yurtsever, Alp},
+ Date-Added = {2016-10-02 15:49:48 +0000},
+ Date-Modified = {2016-10-02 15:52:48 +0000},
+ Title = {Stochastic Forward-{D}ouglas-{R}achford Splitting for Monotone Inclusions},
+ Year = {2016}}
+
+@article{cevher2014convex,
+ Author = {Cevher, Volkan and Becker, Steffen and Schmidt, Martin},
+ Date-Added = {2016-10-02 15:48:07 +0000},
+ Date-Modified = {2016-10-02 15:48:52 +0000},
+ Journal = {Signal Processing Magazine, IEEE},
+ Number = {5},
+ Pages = {32--43},
+ Title = {Convex optimization for big data: Scalable, randomized, and parallel algorithms for big data analytics},
+ Volume = {31},
+ Year = {2014}}
+
+@conference{TranDinh2014b,
+ Address = {Montreal, Canada},
+ Author = {Q. Tran-Dinh and V. Cevher},
+ Booktitle = {Proc. the Neural Information Processing Systems Foundation conference (NIPS2014)},
+ Date-Added = {2016-10-02 15:45:01 +0000},
+ Date-Modified = {2016-10-02 15:45:01 +0000},
+ Month = {December},
+ Owner = {quoctd},
+ Pages = {1--9},
+ Timestamp = {2014.09.25},
+ Title = {Constrained convex minimization via model-based excessive gap},
+ Year = {2014}}
+
+@article{Juditsky2013a,
+ Author = {A. Juditsky and A. Nemirovski},
+ Date-Added = {2016-10-02 15:25:46 +0000},
+ Date-Modified = {2016-10-02 15:25:46 +0000},
+ Journal = {Tech. Report.},
+ Owner = {quoctd},
+ Timestamp = {2015.02.07},
+ Title = {Solving variational inequalities with monotone operators on domains given by linear minimization oracles},
+ Volume = {http://arxiv.org/abs/1312.1073},
+ Year = {2013}}
+
+@article{https://arxiv.org/abs/1603.01681,
+ Author = {Quoc Tran-Dinh and Anastasios Kyrillidis and Volkan Cevher},
+ Date-Added = {2016-10-02 15:21:38 +0000},
+ Date-Modified = {2016-10-02 15:23:52 +0000},
+ Journal = {Mathematics of {O}perations {R}esearch},
+ Note = {http://arxiv.org/abs/1603.01681},
+ Publisher = {INFORMS},
+ Title = {A single-phase, proximal path-following framework},
+ Year = {2016}}
+
+@article{tran2015compositeJMLR,
+ Author = {Quoc Tran-Dinh and Anastasios Kyrillidis and Volkan Cevher},
+ Date-Added = {2016-10-02 15:14:56 +0000},
+ Date-Modified = {2016-10-02 15:17:36 +0000},
+ Journal = {Journal of Machine Learning Research},
+ Pages = {371--416},
+ Title = {Composite Self-Concordant Minimization},
+ Volume = {16},
+ Year = {2015}}
+
+
+ @article{burer2005local,
+ title={Local minima and convergence in low-rank semidefinite programming},
+ author={Burer, Samuel and Monteiro, Renato DC},
+ journal={Mathematical Programming},
+ volume={103},
+ number={3},
+ pages={427--444},
+ year={2005},
+ publisher={Springer}
+}
+
+@article{burer2003nonlinear,
+ title={A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization},
+ author={Burer, Samuel and Monteiro, Renato DC},
+ journal={Mathematical Programming},
+ volume={95},
+ number={2},
+ pages={329--357},
+ year={2003},
+ publisher={Springer}
+}
+
+@article{tran2018smooth,
+ title={A smooth primal-dual optimization framework for nonsmooth composite convex minimization},
+ author={Tran-Dinh, Quoc and Fercoq, Olivier and Cevher, Volkan},
+ journal={SIAM Journal on Optimization},
+ volume={28},
+ number={1},
+ pages={96--134},
+ year={2018},
+ publisher={SIAM}
+}
+
+@article{hestenes1969multiplier,
+ title={Multiplier and gradient methods},
+ author={Hestenes, Magnus R},
+ journal={Journal of optimization theory and applications},
+ volume={4},
+ number={5},
+ pages={303--320},
+ year={1969},
+ publisher={Springer}
+}
+
+
+@incollection{powell1978fast,
+ title={A fast algorithm for nonlinearly constrained optimization calculations},
+ author={Powell, Michael JD},
+ booktitle={Numerical analysis},
+ pages={144--157},
+ year={1978},
+ publisher={Springer}
+}
+
+
+@book{bertsekas2014constrained,
+ title={Constrained optimization and Lagrange multiplier methods},
+ author={Bertsekas, Dimitri P},
+ year={2014},
+ publisher={Academic press}
+}
+
+@article{hong2017linear,
+ title={On the linear convergence of the alternating direction method of multipliers},
+ author={Hong, Mingyi and Luo, Zhi-Quan},
+ journal={Mathematical Programming},
+ volume={162},
+ number={1-2},
+ pages={165--199},
+ year={2017},
+ publisher={Springer}
+}
+
+@article{pataki1998rank,
+ title={On the rank of extreme matrices in semidefinite programs and the multiplicity of optimal eigenvalues},
+ author={Pataki, G{\'a}bor},
+ journal={Mathematics of operations research},
+ volume={23},
+ number={2},
+ pages={339--358},
+ year={1998},
+ publisher={INFORMS}
+}
+
+@article{barvinok1995problems,
+ title={Problems of distance geometry and convex properties of quadratic maps},
+ author={Barvinok, Alexander I.},
+ journal={Discrete \& Computational Geometry},
+ volume={13},
+ number={2},
+ pages={189--202},
+ year={1995},
+ publisher={Springer}
+}
+
+@book{bertsekas1999nonlinear,
+ title={Nonlinear programming},
+ author={Bertsekas, Dimitri P},
+ year={1999},
+ publisher={Athena scientific Belmont}
+}
+
+
+@article{lan2016iteration,
+ title={Iteration-complexity of first-order augmented Lagrangian methods for convex programming},
+ author={Lan, Guanghui and Monteiro, Renato DC},
+ journal={Mathematical Programming},
+ volume={155},
+ number={1-2},
+ pages={511--547},
+ year={2016},
+ publisher={Springer}
+}
+
+@article{nedelcu2014computational,
+ title={Computational complexity of inexact gradient augmented Lagrangian methods: application to constrained MPC},
+ author={Nedelcu, Valentin and Necoara, Ion and Tran-Dinh, Quoc},
+ journal={SIAM Journal on Control and Optimization},
+ volume={52},
+ number={5},
+ pages={3109--3134},
+ year={2014},
+ publisher={SIAM}
+}
+
+@article{wang2015global,
+ title={Global convergence of ADMM in nonconvex nonsmooth optimization},
+ author={Wang, Yu and Yin, Wotao and Zeng, Jinshan},
+ journal={arXiv preprint arXiv:1511.06324},
+ year={2015}
+}
+
+@article{liu2017linearized,
+ title={Linearized admm for non-convex non-smooth optimization with convergence analysis},
+ author={Liu, Qinghua and Shen, Xinyue and Gu, Yuantao},
+ journal={arXiv preprint arXiv:1705.02502},
+ year={2017}
+}
+
+@article{boumal2014manopt,
+ title={Manopt, a Matlab toolbox for optimization on manifolds},
+ author={Boumal, Nicolas and Mishra, Bamdev and Absil, P-A and Sepulchre, Rodolphe},
+ journal={The Journal of Machine Learning Research},
+ volume={15},
+ number={1},
+ pages={1455--1459},
+ year={2014},
+ publisher={JMLR. org}
+}
+
+@article{boumal2016global,
+ title={Global rates of convergence for nonconvex optimization on manifolds},
+ author={Boumal, Nicolas and Absil, P-A and Cartis, Coralia},
+ journal={arXiv preprint arXiv:1605.08101},
+ year={2016}
+}
+
+@inproceedings{ge2016efficient,
+ title={Efficient algorithms for large-scale generalized eigenvector computation and canonical correlation analysis},
+ author={Ge, Rong and Jin, Chi and Netrapalli, Praneeth and Sidford, Aaron and others},
+ booktitle={International Conference on Machine Learning},
+ pages={2741--2750},
+ year={2016}
+}
+
+@inproceedings{boumal2016non,
+ title={The non-convex Burer-Monteiro approach works on smooth semidefinite programs},
+ author={Boumal, Nicolas and Voroninski, Vlad and Bandeira, Afonso},
+ booktitle={Advances in Neural Information Processing Systems},
+ pages={2757--2765},
+ year={2016}
+}
+
+@article{davis2011university,
+ title={The University of Florida sparse matrix collection},
+ author={Davis, Timothy A and Hu, Yifan},
+ journal={ACM Transactions on Mathematical Software (TOMS)},
+ volume={38},
+ number={1},
+ pages={1},
+ year={2011},
+ publisher={ACM}
+}
+
+@article{clason2018acceleration,
+ title={Acceleration and global convergence of a first-order primal--dual method for nonconvex problems},
+ author={Clason, Christian and Mazurenko, Stanislav and Valkonen, Tuomo},
+ journal={arXiv preprint arXiv:1802.03347},
+ year={2018}
+}
+
+@article{chambolle2011first,
+ title={A first-order primal-dual algorithm for convex problems with applications to imaging},
+ author={Chambolle, Antonin and Pock, Thomas},
+ journal={Journal of mathematical imaging and vision},
+ volume={40},
+ number={1},
+ pages={120--145},
+ year={2011},
+ publisher={Springer}
+}
+
+@article{tran2018smooth,
+ title={A smooth primal-dual optimization framework for nonsmooth composite convex minimization},
+ author={Tran-Dinh, Quoc and Fercoq, Olivier and Cevher, Volkan},
+ journal={SIAM Journal on Optimization},
+ volume={28},
+ number={1},
+ pages={96--134},
+ year={2018},
+ publisher={SIAM}
+}
+
+
+
+@article{bhojanapalli2018smoothed,
+ title={Smoothed analysis for low-rank solutions to semidefinite programs in quadratic penalty form},
+ author={Bhojanapalli, Srinadh and Boumal, Nicolas and Jain, Prateek and Netrapalli, Praneeth},
+ journal={arXiv preprint arXiv:1803.00186},
+ year={2018}
+}
+
+@article{park2016provable,
+ title={Provable Burer-Monteiro factorization for a class of norm-constrained matrix problems},
+ author={Park, Dohyung and Kyrillidis, Anastasios and Bhojanapalli, Srinadh and Caramanis, Constantine and Sanghavi, Sujay},
+ journal={arXiv preprint arXiv:1606.01316},
+ year={2016}
+}
+
+
+@article{mixon2016clustering,
+ title={Clustering subgaussian mixtures by semidefinite programming},
+ author={Mixon, Dustin G and Villar, Soledad and Ward, Rachel},
+ journal={arXiv preprint arXiv:1602.06612},
+ year={2016}
+}
+
+@article{yurtsever2018conditional,
+ title={A Conditional Gradient Framework for Composite Convex Minimization with Applications to Semidefinite Programming},
+ author={Yurtsever, Alp and Fercoq, Olivier and Locatello, Francesco and Cevher, Volkan},
+ journal={arXiv preprint arXiv:1804.08544},
+ year={2018}
+}
+
+
+
+@article{ghadimi2016mini,
+ title={Mini-batch stochastic approximation methods for nonconvex stochastic composite optimization},
+ author={Ghadimi, Saeed and Lan, Guanghui and Zhang, Hongchao},
+ journal={Mathematical Programming},
+ volume={155},
+ number={1-2},
+ pages={267--305},
+ year={2016},
+ publisher={Springer}
+}
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/references_optimal_sampling.bib b/references_optimal_sampling.bib
new file mode 100644
index 0000000..edf90b1
--- /dev/null
+++ b/references_optimal_sampling.bib
@@ -0,0 +1,883 @@
+% This file was created with JabRef 2.10.
+% Encoding: ISO8859_1
+
+
+@Article{achlioptas2003database,
+ Title = {Database-friendly random projections: Johnson-Lindenstrauss with binary coins},
+ Author = {Achlioptas, Dimitris},
+ Journal = {Journal of computer and System Sciences},
+ Year = {2003},
+ Number = {4},
+ Pages = {671--687},
+ Volume = {66},
+
+ Date-added = {2016-01-12 16:55:13 +0000},
+ Date-modified = {2016-01-12 16:55:13 +0000},
+ Publisher = {Elsevier}
+}
+
+@Article{adcock2013breaking,
+ Title = {Breaking the coherence barrier: A new theory for compressed sensing},
+ Author = {Adcock, Ben and Hansen, Anders C and Poon, Clarice and Roman, Bogdan},
+ Journal = {arXiv preprint arXiv:1302.0561v3},
+ Year = {2013}
+}
+
+@Article{adcock2013breaking_a,
+ Title = {Breaking the coherence barrier: asymptotic incoherence and asymptotic sparsity in compressed sensing},
+ Author = {Adcock, Ben and Hansen, Anders C and Poon, Clarice and Roman, Bogdan},
+ Journal = {preprint},
+ Year = {2013}
+}
+
+@InProceedings{ahn2012graph,
+ Title = {Graph sketches: sparsification, spanners, and subgraphs},
+ Author = {Ahn, Kook Jin and Guha, Sudipto and McGregor, Andrew},
+ Booktitle = {Proceedings of the 31st symposium on Principles of Database Systems},
+ Year = {2012},
+ Organization = {ACM},
+ Pages = {5--14},
+
+ Date-added = {2016-01-13 08:48:07 +0000},
+ Date-modified = {2016-01-13 08:48:07 +0000}
+}
+
+@InProceedings{ailon2006approximate,
+ Title = {Approximate nearest neighbors and the fast {J}ohnson-{L}indenstrauss transform},
+ Author = {Ailon, Nir and Chazelle, Bernard},
+ Booktitle = {Proc. {ACM} Symp. Theory Comp. (STOC)},
+ Year = {2006},
+ Organization = {ACM},
+ Pages = {557--563},
+
+ Date-added = {2016-01-12 16:57:23 +0000},
+ Date-modified = {2016-01-12 16:57:23 +0000}
+}
+
+@Article{andersson2014theorem,
+ Title = {On the theorem of uniform recovery of random sampling matrices},
+ Author = {Andersson, Joel and Stromberg, J},
+ Year = {2014},
+
+ Publisher = {IEEE}
+}
+
+@Conference{cosimo2016learning,
+ Title = {Learning-Based Near-Optimal Area-Power Trade-offs in Hardware Design for Neural Signal Acquisition},
+ Author = {Aprile, Cosimo and Baldassarre, Luca and Gupta, Vipul and Yoo, Juhwan and Shoaran, Mahsa and Leblebici, Yusuf and Cevher, Volkan},
+ Booktitle = {26th edition of GLSVLSI},
+ Year = {2016},
+
+ Address = {Boston, MA},
+
+ Owner = {jmscarlett},
+ Timestamp = {2016.03.30}
+}
+
+@Article{arikan2009channel,
+ Title = {Channel polarization: A method for constructing capacity-achieving codes for symmetric binary-input memoryless channels},
+ Author = {Arikan, Erdal},
+ Journal = {Information Theory, IEEE Transactions on},
+ Year = {2009},
+ Number = {7},
+ Pages = {3051--3073},
+ Volume = {55},
+
+ Publisher = {IEEE}
+}
+
+@InProceedings{bah2014model,
+ Title = {Model-based sketching and recovery with expanders},
+ Author = {Bah, Bubacarr and Baldassarre, Luca and Cevher, Volkan},
+ Booktitle = {Proceedings of the Twenty-Fifth Annual ACM-SIAM Symposium on Discrete Algorithms},
+ Year = {2014},
+ Organization = {SIAM},
+ Pages = {1529--1543},
+
+ Date-added = {2016-01-12 16:43:15 +0000},
+ Date-modified = {2016-01-12 16:43:15 +0000}
+}
+
+@InProceedings{bah2014metric,
+ Title = {Metric learning with rank and sparsity constraints},
+ Author = {Bah, B. and Becker, S. and Cevher, V. and G\"ozc\"u, B.},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Sig. Proc. (ICASSP)},
+ Year = {2014},
+ Month = {May},
+ Pages = {21-25},
+
+ Bdsk-url-1 = {http://dx.doi.org/10.1109/ICASSP.2014.6853550},
+ Doi = {10.1109/ICASSP.2014.6853550}
+}
+
+@Unpublished{baldassarre2013group,
+ Title = {Group-sparse model selection: Hardness and relaxations},
+ Author = {Baldassarre, Luca and Bhan, Nirav and Cevher, Volkan and Kyrillidis, Anastasios and Satpathi, Siddhartha},
+ Note = {http://arxiv.org/abs/1303.3207},
+ Year = {2013}
+}
+
+@Unpublished{baldassarre2015learning,
+ Title = {Learning-based Compressive Subsampling},
+ Author = {Luca Baldassarre and Yen-Huan Li and Jonathan Scarlett and Baran G\"ozc\"u and Ilija Bogunovic and Volkan Cevher},
+ Note = {accepted to \emph{IEEE J. Sel. Topics Sig. Proc.}},
+ Year = {2016},
+
+ Owner = {jmscarlett},
+ Timestamp = {2016.01.06}
+}
+
+@Article{baranuik2010model,
+ Title = {Model-Based Compressive Sensing},
+ Author = {Baraniuk, R.G. and Cevher, V. and Duarte, M.F. and Hegde, C.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2010},
+
+ Month = {April},
+ Number = {4},
+ Pages = {1982-2001},
+ Volume = {56},
+
+ ISSN = {0018-9448}
+}
+
+@Article{baraniuk2008simple,
+ Title = {A simple proof of the restricted isometry property for random matrices},
+ Author = {Baraniuk, Richard and Davenport, Mark and DeVore, Ronald and Wakin, Michael},
+ Journal = {Constructive Approximation},
+ Year = {2008},
+ Number = {3},
+ Pages = {253--263},
+ Volume = {28},
+
+ Publisher = {Springer}
+}
+
+@Article{baraniuk2010low,
+ Title = {Low-dimensional models for dimensionality reduction and signal recovery: A geometric perspective},
+ Author = {Baraniuk, Richard G and Cevher, Volkan and Wakin, Michael B},
+ Journal = {Proceedings of the IEEE},
+ Year = {2010},
+ Number = {6},
+ Pages = {959--971},
+ Volume = {98},
+
+ Date-added = {2016-01-12 16:53:49 +0000},
+ Date-modified = {2016-01-12 16:53:49 +0000},
+ Publisher = {IEEE}
+}
+
+@Unpublished{bastounis2014absence,
+ Title = {On the absence of the {RIP} in real-world applications of compressed sensing and the {RIP} in levels},
+ Author = {Bastounis, Alexander and Hansen, Anders C},
+ Note = {http://arxiv.org/abs/1411.4449},
+ Year = {2014}
+}
+
+@Unpublished{bastounis2014levels,
+ Title = {On the absence of the {RIP} in real-world applications of compressed sensing and the {RIP} in levels},
+ Author = {Alexander Bastounis and Anders C. Hansen},
+ Note = {http://arxiv.org/abs/1411.4449},
+ Year = {2014},
+
+ Owner = {jmscarlett},
+ Timestamp = {2015.07.23}
+}
+
+@Book{boucheron2013conc,
+ Title = {Concentration Inequalities: A Nonasymptotic Theory of Independence},
+ Author = {Boucheron, S. and Lugosi, G. and Massart, P.},
+ Publisher = {OUP Oxford},
+ Year = {2013},
+
+ ISBN = {9780199535255},
+ Lccn = {2012277339}
+}
+
+@InCollection{boufounos2012freq,
+ Title = {What's the frequency, {K}enneth?: Sublinear {F}ourier sampling off the grid},
+ Author = {Boufounos, Petros and Cevher, Volkan and Gilbert, Anna C and Li, Yi and Strauss, Martin J},
+ Booktitle = {Approx., Rand. and Comb. Opt., Alg. and Techniques},
+ Publisher = {Springer},
+ Year = {2012},
+ Pages = {61--72}
+}
+
+@Article{boyer2014algorithm,
+ Title = {An algorithm for variable density sampling with block-constrained acquisition},
+ Author = {Boyer, Claire and Weiss, Pierre and Bigot, J{\'e}r{\'e}mie},
+ Journal = {SIAM J. Imag. Sci.},
+ Year = {2014},
+ Number = {2},
+ Pages = {1080--1107},
+ Volume = {7},
+
+ Publisher = {SIAM}
+}
+
+@Article{calinescu2011maximizing,
+ Title = {Maximizing a monotone submodular function subject to a matroid constraint},
+ Author = {Calinescu, Gruia and Chekuri, Chandra and P{\'a}l, Martin and Vondr{\'a}k, Jan},
+ Journal = {SIAM J. Comp.},
+ Year = {2011},
+ Number = {6},
+ Pages = {1740--1766},
+ Volume = {40},
+
+ Publisher = {SIAM}
+}
+
+@Article{candes2006robust,
+ Title = {Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information},
+ Author = {Cand{\`e}s, Emmanuel J and Romberg, Justin and Tao, Terence},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2006},
+ Number = {2},
+ Pages = {489--509},
+ Volume = {52},
+
+ Publisher = {IEEE}
+}
+
+@Article{candes2006modern,
+ Title = {Modern statistical estimation via oracle inequalities},
+ Author = {Candes, Emmanuel J},
+ Journal = {Acta Numer.},
+ Year = {2006},
+ Pages = {257-325},
+ Volume = {15},
+
+ Publisher = {Cambridge Univ Press}
+}
+
+@Article{candes2011probabilistic,
+ Title = {A probabilistic and RIPless theory of compressed sensing},
+ Author = {Candes, Emmanuel J and Plan, Yaniv},
+ Journal = {Information Theory, IEEE Transactions on},
+ Year = {2011},
+ Number = {11},
+ Pages = {7235--7254},
+ Volume = {57},
+
+ Publisher = {IEEE}
+}
+
+@Article{candes2005decoding,
+ Title = {Decoding by linear programming},
+ Author = {Candes, Emmanuel J and Tao, Terence},
+ Journal = {Information Theory, IEEE Transactions on},
+ Year = {2005},
+ Number = {12},
+ Pages = {4203--4215},
+ Volume = {51},
+
+ Publisher = {IEEE}
+}
+
+@Article{candes2008intro,
+ Title = {An Introduction To Compressive Sampling},
+ Author = {Candes, E. J. and Wakin, M. B.},
+ Journal = {IEEE Sig. Proc. Magazine},
+ Year = {2008},
+
+ Month = {March},
+ Number = {2},
+ Pages = {21-30},
+ Volume = {25},
+
+ Bdsk-url-1 = {http://dx.doi.org/10.1109/MSP.2007.914731},
+ Doi = {10.1109/MSP.2007.914731},
+ ISSN = {1053-5888}
+}
+
+@Article{cevher2011greedy,
+ Title = {Greedy dictionary selection for sparse representation},
+ Author = {Cevher, Volkan and Krause, Andreas},
+ Journal = {IEEE J. Sel. Topics Sig. Proc.},
+ Year = {2011},
+ Number = {5},
+ Pages = {979--988},
+ Volume = {5},
+
+ Publisher = {IEEE}
+}
+
+@Article{chaloner1995bayesian,
+ Title = {Bayesian experimental design: A review},
+ Author = {Chaloner, Kathryn and Verdinelli, Isabella},
+ Journal = {Statistical Science},
+ Year = {1995},
+ Pages = {273--304},
+
+ Date-added = {2016-01-12 17:06:24 +0000},
+ Date-modified = {2016-01-12 17:06:24 +0000},
+ Publisher = {JSTOR}
+}
+
+@Article{chen2012design,
+ Title = {Design and analysis of a hardware-efficient compressed sensing architecture for data compression in wireless sensors},
+ Author = {Chen, Fred and Chandrakasan, Anantha P and Stojanovic, Vladimir M},
+ Journal = {Solid-State Circuits, IEEE Journal of},
+ Year = {2012},
+ Number = {3},
+ Pages = {744--756},
+ Volume = {47},
+
+ Publisher = {IEEE}
+}
+
+@Unpublished{chen2012communications,
+ Title = {Communications inspired linear discriminant analysis},
+ Author = {Chen, Minhua and Carson, William and Rodrigues, Miguel and Calderbank, Robert and Carin, Lawrence},
+ Note = {http://arxiv.org/abs/1206.6397},
+ Year = {2012}
+}
+
+@Unpublished{chun2016cs,
+ Title = {Compressed sensing and parallel acquisition},
+ Author = {Il Yong Chun and Ben Adcock},
+ Note = {http://arxiv.org/abs/1601.06214},
+ Year = {2016},
+
+ Owner = {jmscarlett},
+ Timestamp = {2016.03.30}
+}
+
+@Unpublished{chun2016optimal,
+ Title = {Optimal Sparse Recovery for Multi-Sensor Measurements},
+ Author = {Il Yong Chun and Ben Adcock},
+ Note = {http://arxiv.org/abs/1603.06934},
+ Year = {2016},
+
+ Owner = {jmscarlett},
+ Timestamp = {2016.03.30}
+}
+
+@Article{cotter2005sparse,
+ Title = {Sparse solutions to linear inverse problems with multiple measurement vectors},
+ Author = {Cotter, Shane F and Rao, Bhaskar D and Engan, Kjersti and Kreutz-Delgado, Kenneth},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2005},
+ Number = {7},
+ Pages = {2477--2488},
+ Volume = {53},
+
+ Publisher = {IEEE}
+}
+
+@Article{donoho2006compressed,
+ Title = {Compressed sensing},
+ Author = {Donoho, David L},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2006},
+ Number = {4},
+ Pages = {1289--1306},
+ Volume = {52},
+
+ Date-added = {2016-01-12 16:42:33 +0000},
+ Date-modified = {2016-01-12 16:42:33 +0000},
+ Publisher = {IEEE}
+}
+
+@Article{elad2007optimized,
+ Title = {Optimized projections for compressed sensing},
+ Author = {Elad, Michael},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2007},
+ Number = {12},
+ Pages = {5695-5702},
+ Volume = {55},
+
+ Publisher = {IEEE}
+}
+
+@InProceedings{filmus2012tight,
+ Title = {A Tight Combinatorial Algorithm for Submodular Maximization Subject to a Matroid Constraint},
+ Author = {Filmus, Y. and Ward, J.},
+ Booktitle = {Ann. Symp. Found. Comp. Sci. (FOCS)},
+ Year = {2012},
+
+ Bdsk-url-1 = {http://dx.doi.org/10.1109/FOCS.2012.55},
+ Doi = {10.1109/FOCS.2012.55},
+ ISSN = {0272-5428},
+ Keywords = {approximation theory;combinatorial mathematics;functions;greedy algorithms;matrix algebra;optimisation;search problems;Pade approximants;approximation ratio;coverage functions;greedy algorithm;local search;matroid constraint;monotone submodular optimization;nonoblivious potential function;optimal combinatorial 1-1/e approximation algorithm;potential function coincide;submodular maximization;tight combinatorial algorithm;Algorithm design and analysis;Approximation algorithms;Approximation methods;Greedy algorithms;Linear programming;Search problems;approximation algorithms;local search;matroids;submodular functions}
+}
+
+@Book{foucart2013mathematical,
+ Title = {A mathematical introduction to compressive sensing},
+ Author = {Foucart, Simon and Rauhut, Holger},
+ Publisher = {Springer},
+ Year = {2013}
+}
+
+@Article{gerards1989tu,
+ Title = {A short proof of {T}utte's characterization of totally unimodular matrices},
+ Author = {Gerards, A. M. H.},
+ Journal = {Lin. Alg. Apps},
+ Year = {1989},
+ Pages = {207-212},
+ Volume = {114-115},
+
+ Bdsk-url-1 = {http://www.sciencedirect.com/science/article/pii/0024379589904618},
+ Bdsk-url-2 = {http://dx.doi.org/10.1016/0024-3795(89)90461-8},
+ Booktitle = {Special Issue Dedicated to Alan J. Hoffman},
+ Date = {1989/3//},
+ Date-added = {2015-08-01 15:17:56 +0000},
+ Date-modified = {2015-08-01 15:17:56 +0000},
+ ISBN = {0024-3795},
+ Ty = {JOUR}
+}
+
+@Article{gilbert2010sparse,
+ Title = {Sparse Recovery Using Sparse Matrices},
+ Author = {Gilbert, Anna and Indyk, Piotr},
+ Journal = {Proceedings of the IEEE},
+ Year = {2010},
+ Number = {98},
+ Pages = {937--947},
+ Volume = {6},
+
+ Date-added = {2016-01-12 17:00:10 +0000},
+ Date-modified = {2016-01-12 17:00:10 +0000}
+}
+
+@Article{gilbert2014recent,
+ Title = {Recent Developments in the Sparse {F}ourier Transform: A compressed {F}ourier transform for big data},
+ Author = {A. C. Gilbert and P. Indyk and M. Iwen and L. Schmidt},
+ Journal = {IEEE Sig. Proc. Magazine},
+ Year = {2014},
+
+ Month = {Sept.},
+ Number = {5},
+ Pages = {91-100},
+ Volume = {31},
+
+ Doi = {10.1109/MSP.2014.2329131},
+ ISSN = {1053-5888}
+}
+
+@Article{gilbert2008tutorial,
+ Title = {A tutorial on fast {F}ourier sampling},
+ Author = {Gilbert, Anna C and Strauss, Martin J and Tropp, Joel A},
+ Journal = {IEEE Sig. Proc. Magazine},
+ Year = {2008},
+ Number = {2},
+ Pages = {57--66},
+ Volume = {25},
+
+ Publisher = {IEEE}
+}
+
+@Article{griswold2002generalized,
+ Title = {Generalized autocalibrating partially parallel acquisitions ({GRAPPA})},
+ Author = {Griswold, Mark A and Jakob, Peter M and Heidemann, Robin M and Nittka, Mathias and Jellus, Vladimir and Wang, Jianmin and Kiefer, Berthold and Haase, Axel},
+ Journal = {Magnetic Resonance in Medicine},
+ Year = {2002},
+ Number = {6},
+ Pages = {1202--1210},
+ Volume = {47},
+
+ Publisher = {Wiley Online Library}
+}
+
+@InProceedings{haghighatshoar2012adaptive,
+ Title = {Adaptive sensing using deterministic partial Hadamard matrices},
+ Author = {Haghighatshoar, Saeid and Abbe, Emmanuel and Telatar, Emre},
+ Booktitle = {Information Theory Proceedings (ISIT), 2012 IEEE International Symposium on},
+ Year = {2012},
+ Organization = {Ieee},
+ Pages = {1842--1846}
+}
+
+@Unpublished{elhalabi2014tu,
+ Title = {A totally unimodular view of structured sparsity},
+ Author = {Marwa El Halabi and Volkan Cevher},
+ Note = {http://arxiv.org/abs/1411.1990},
+ Year = {2014},
+
+ Owner = {jmscarlett},
+ Timestamp = {2015.08.03}
+}
+
+@Article{hansen2011generalized,
+ Title = {Generalized sampling and infinite dimensional compressed sensing},
+ Author = {Hansen, Anders C and Adcock, Ben},
+ Journal = {Magnetic Resonance Imaging},
+ Year = {2011}
+}
+
+@Article{haupt2011distilled,
+ Title = {Distilled sensing: Adaptive sampling for sparse detection and estimation},
+ Author = {Haupt, Jarvis and Castro, Rui M and Nowak, Robert},
+ Journal = {IEEE Trans. Inf. Theory},
+ Year = {2011},
+ Number = {9},
+ Pages = {6222--6235},
+ Volume = {57},
+
+ Publisher = {IEEE}
+}
+
+@Article{hedge2015numax,
+ Title = {Nu{M}ax: A Convex Approach for Learning Near-Isometric Linear Embeddings},
+ Author = {Hegde, C. and Sankaranarayanan, A. and Yin, W. and Baraniuk, R.},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2015},
+ Number = {99},
+ Pages = {1-1},
+ Volume = {PP},
+
+ Bdsk-url-1 = {http://dx.doi.org/10.1109/TSP.2015.2452228},
+ Doi = {10.1109/TSP.2015.2452228},
+ ISSN = {1053-587X}
+}
+
+@InProceedings{hegde2008random,
+ Title = {Random projections for manifold learning},
+ Author = {Hegde, Chinmay and Wakin, Michael and Baraniuk, Richard},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2008},
+ Pages = {641--648},
+
+ Date-added = {2016-01-13 08:44:44 +0000},
+ Date-modified = {2016-01-13 08:44:44 +0000}
+}
+
+@InProceedings{ji2009linear,
+ Title = {Linear Dimensionality Reduction for Multi-label Classification.},
+ Author = {Ji, Shuiwang and Ye, Jieping},
+ Booktitle = {Int. Joint. Conf. Art. Intel.},
+ Year = {2009},
+ Pages = {1077--1082},
+ Volume = {9}
+}
+
+@Article{ko1995exact,
+ Title = {An exact algorithm for maximum entropy sampling},
+ Author = {Ko, Chun-Wa and Lee, Jon and Queyranne, Maurice},
+ Journal = {Operations Research},
+ Year = {1995},
+ Number = {4},
+ Pages = {684--691},
+ Volume = {43},
+
+ Date-added = {2016-01-13 08:31:06 +0000},
+ Date-modified = {2016-01-13 08:31:06 +0000},
+ Publisher = {INFORMS}
+}
+
+@Article{krahmer2011new,
+ Title = {New and improved Johnson-Lindenstrauss embeddings via the restricted isometry property},
+ Author = {Krahmer, Felix and Ward, Rachel},
+ Journal = {SIAM Journal on Mathematical Analysis},
+ Year = {2011},
+ Number = {3},
+ Pages = {1269--1281},
+ Volume = {43},
+
+ Date-added = {2016-01-12 16:57:40 +0000},
+ Date-modified = {2016-01-12 16:57:40 +0000},
+ Publisher = {SIAM}
+}
+
+@Article{krause2012submodular,
+ Title = {Submodular function maximization},
+ Author = {Krause, Andreas and Golovin, Daniel},
+ Journal = {Tractability: Practical Approaches to Hard Problems},
+ Year = {2012},
+ Volume = {3}
+}
+
+@InProceedings{krause2006near,
+ Title = {Near-optimal sensor placements: Maximizing information while minimizing communication cost},
+ Author = {Krause, Andreas and Guestrin, Carlos and Gupta, Anupam and Kleinberg, Jon},
+ Booktitle = {Proc. 5th Int. Conf. Inf. Proc. Sensor Networks},
+ Year = {2006},
+ Organization = {ACM},
+ Pages = {2--10},
+
+ Date-added = {2016-01-12 17:10:55 +0000},
+ Date-modified = {2016-01-12 17:10:55 +0000}
+}
+
+@Article{krause2012near,
+ Title = {Near-optimal nonmyopic value of information in graphical models},
+ Author = {Krause, Andreas and Guestrin, Carlos E},
+ Journal = {arXiv preprint arXiv:1207.1394},
+ Year = {2012},
+
+ Date-added = {2016-01-12 17:15:15 +0000},
+ Date-modified = {2016-01-12 17:15:15 +0000}
+}
+
+@Article{krause2008submod,
+ Title = {Robust Submodular Observation Selection},
+ Author = {Andreas Krause and H. Brendan McMahan and Carlos Guestrin and Anupam Gupta},
+ Journal = {J. Mach. Learn. Res.},
+ Year = {2008},
+
+ Month = {Dec.},
+ Pages = {2761-2801},
+
+ Owner = {jmscarlett},
+ Timestamp = {2015.07.23}
+}
+
+@InProceedings{kyrillidis2016,
+ Title = {Convex block-sparse linear regression with expanders, provably},
+ Author = {A. Kyrillidis and B. Bah and R. Hasheminezhad and Q. Tran-Dinh and L. Baldassarre and V. Cevher},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2016},
+
+ Date-added = {2016-01-13 09:03:37 +0000},
+ Date-modified = {2016-01-13 09:04:25 +0000}
+}
+
+@InProceedings{kyrillidis2012combinatorial,
+ Title = {Combinatorial selection and least absolute shrinkage via the {CLASH} algorithm},
+ Author = {Kyrillidis, Anastasios and Cevher, Volkan},
+ Booktitle = {IEEE Int. Symp. Inf. Theory},
+ Year = {2012}
+}
+
+@InProceedings{laska2007theory,
+ Title = {Theory and implementation of an analog-to-information converter using random demodulation},
+ Author = {Laska, Jason N and Kirolos, Sami and Duarte, Marco F and Ragheb, Tamer S and Baraniuk, Richard G and Massoud, Yehia},
+ Booktitle = {Circuits and Systems, 2007. ISCAS 2007. IEEE International Symposium on},
+ Year = {2007},
+ Organization = {IEEE},
+ Pages = {1959--1962}
+}
+
+@Unpublished{li2015geometric,
+ Title = {A Geometric View on Constrained {$M$}-Estimators},
+ Author = {Li, Yen-Huan and Hsieh, Ya-Ping and Cevher, Volkan},
+ Note = {http://arxiv.org/abs/1506.08163},
+ Year = {2015},
+
+ Owner = {jmscarlett},
+ Timestamp = {2016.01.06}
+}
+
+@Conference{li2015sparsistency,
+ Title = {Sparsistency of $\ell_1$-Regularized {$M$}-Estimators},
+ Author = {Li, Yen-Huan and Scarlett, Jonathan and Ravikumar, Pradeep and Cevher, Volkan},
+ Booktitle = {Int. Conf. Art. Intel. Stats. (AISTATS)},
+ Year = {2015},
+
+ Owner = {jmscarlett},
+ Timestamp = {2016.01.06}
+}
+
+@Book{lorentz1996constructive,
+ Title = {Constructive approximation: advanced problems},
+ Author = {Lorentz, George G and von Golitschek, Manfred and Makovoz, Yuly},
+ Publisher = {Springer Berlin},
+ Year = {1996},
+ Volume = {304}
+}
+
+@Article{lustig2007sparse,
+ Title = {Sparse {MRI}: The application of compressed sensing for rapid {MR} imaging},
+ Author = {Lustig, Michael and Donoho, David and Pauly, John M},
+ Journal = {Magn. Reson. Med.},
+ Year = {2007},
+ Number = {6},
+ Pages = {1182-1195},
+ Volume = {58},
+
+ Publisher = {Wiley Online Library}
+}
+
+@Book{nesterov1994interior,
+ Title = {Interior-point polynomial algorithms in convex programming},
+ Author = {Nesterov, Yurii and Nemirovskii, Arkadii and Ye, Yinyu},
+ Publisher = {SIAM},
+ Year = {1994},
+ Volume = {13}
+}
+
+@Book{pennebaker1993jpeg,
+ Title = {{JPEG}: Still Image Data Compression Standard},
+ Author = {William B. Pennebaker and Joan L. Mitchell},
+ Publisher = {Springer US},
+ Year = {1993},
+
+ Owner = {jmscarlett},
+ Timestamp = {2015.07.30}
+}
+
+@Article{puy2011variable,
+ Title = {On variable density compressive sampling},
+ Author = {Puy, Gilles and Vandergheynst, Pierre and Wiaux, Yves},
+ Journal = {IEEE Sig. Proc. Letters},
+ Year = {2011},
+ Number = {10},
+ Pages = {595-598},
+ Volume = {18},
+
+ Publisher = {IEEE}
+}
+
+@Article{rauhut2010compressive,
+ Title = {Compressive sensing and structured random matrices},
+ Author = {Rauhut, Holger},
+ Journal = {Theoretical foundations and numerical methods for sparse recovery},
+ Year = {2010},
+ Pages = {1--92},
+ Volume = {9},
+
+ Publisher = {deGruyter}
+}
+
+@InProceedings{rintanen2004complexity,
+ Title = {Complexity of Planning with Partial Observability.},
+ Author = {Rintanen, Jussi},
+ Booktitle = {ICAPS},
+ Year = {2004},
+ Pages = {345--354},
+
+ Date-added = {2016-01-12 17:13:04 +0000},
+ Date-modified = {2016-01-12 17:13:04 +0000}
+}
+
+@Article{roman2014asymptotic,
+ Title = {On asymptotic structure in compressed sensing},
+ Author = {Roman, Bogdan and Hansen, Anders and Adcock, Ben},
+ Journal = {arXiv preprint arXiv:1406.4178},
+ Year = {2014}
+}
+
+@Conference{sadeghian2013embeddings,
+ Title = {Energy-aware adaptive bi-{L}ipschitz embeddings},
+ Author = {Ali Sadeghian and Bubacarr Bah and Volkan Cevher},
+ Booktitle = {Int. Conf. Samp. Theory and Apps.},
+ Year = {2013},
+
+ Address = {Bremen, Germany},
+
+ Owner = {jmscarlett},
+ Timestamp = {2015.07.23}
+}
+
+@Conference{scarlett16expanders,
+ Title = {Limits on Sparse Support Recovery via Linear Sketching with Random Expander Matrices},
+ Author = {Jonathan Scarlett and Volkan Cevher},
+ Booktitle = {Int. Conf. Art. Intel. Stats (AISTATS)},
+ Year = {2016},
+
+ Owner = {jmscarlett},
+ Timestamp = {2016.03.31}
+}
+
+@InProceedings{scarlett16phase,
+ Title = {Phase Transitions in Group Testing},
+ Author = {Scarlett, Jonathan and Cevher, Volkan},
+ Booktitle = {{ACM-SIAM} Symp. Disc. Alg. (SODA)},
+ Year = {2016}
+}
+
+@Book{schrijver2003combinatorial,
+ Title = {Combinatorial optimization: Polyhedra and efficiency},
+ Author = {Schrijver, Alexander},
+ Publisher = {Springer Science \& Business Media},
+ Year = {2003},
+ Volume = {24}
+}
+
+@Article{shoaran2014compact,
+ Title = {Compact low-power cortical recording architecture for compressive multichannel data acquisition},
+ Author = {Shoaran, Mahsa and Kamal, M Hosseini and Pollo, Claudio and Vandergheynst, Pierre and Schmid, Alexandre},
+ Journal = {IEEE Transactions on Biomedical Circuits and Systems},
+ Year = {2014},
+
+ Month = {December},
+ Number = {6},
+ Pages = {857-870},
+ Volume = {8},
+
+ Publisher = {IEEE}
+}
+
+@Article{smallwood1973optimal,
+ Title = {The optimal control of partially observable {M}arkov processes over a finite horizon},
+ Author = {Smallwood, Richard D and Sondik, Edward J},
+ Journal = {Operations Research},
+ Year = {1973},
+ Number = {5},
+ Pages = {1071--1088},
+ Volume = {21},
+
+ Date-added = {2016-01-12 17:11:49 +0000},
+ Date-modified = {2016-01-12 17:11:49 +0000},
+ Publisher = {INFORMS}
+}
+
+@InProceedings{tong2000active,
+ Title = {Active learning for parameter estimation in {B}ayesian networks},
+ Author = {Tong, Simon and Koller, Daphne},
+ Booktitle = {Adv. Neur. Inf. Proc. Sys. (NIPS)},
+ Year = {2000},
+ Pages = {647--653},
+ Volume = {13},
+
+ Date-added = {2016-01-12 17:08:07 +0000},
+ Date-modified = {2016-01-12 17:08:07 +0000}
+}
+
+@Article{trandinh2014primaldual,
+ Title = {A primal-dual algorithmic framework for constrained convex minimization},
+ Author = {Tran-Dinh, Quoc and Cevher, Volkan},
+ Journal = {arXiv preprint arXiv:1406.5403},
+ Year = {2014}
+}
+
+@InProceedings{wang2014nonlinear,
+ Title = {Nonlinear information-theoretic compressive measurement design},
+ Author = {Wang, Liming and Razi, Abolfazl and Rodrigues, Miguel and Calderbank, Robert and Carin, Lawrence},
+ Booktitle = {Proc. Int. Conf. Mach. Learn. (ICML)},
+ Year = {2014},
+ Pages = {1161--1169}
+}
+
+@InProceedings{wang2014role,
+ Title = {The role of dimensionality reduction in classification},
+ Author = {Wang, Weiran and Carreira-Perpin{\'a}n, Miguel A},
+ Booktitle = {Proc. Nat. Conf. Art. Intel. (AAAI)},
+ Year = {2014}
+}
+
+@Article{wang2010variable,
+ Title = {Variable density compressed image sampling},
+ Author = {Wang, Zhongmin and Arce, Gonzalo R},
+ Journal = {IEEE Trans. Image Proc.},
+ Year = {2010},
+ Number = {1},
+ Pages = {264-270},
+ Volume = {19},
+
+ Publisher = {IEEE}
+}
+
+@Book{wolsey2014integer,
+ Title = {Integer and combinatorial optimization},
+ Author = {Wolsey, Laurence A and Nemhauser, George L},
+ Publisher = {John Wiley \& Sons},
+ Year = {2014}
+}
+
+@Article{ziniel2013efficient,
+ Title = {Efficient High-Dimensional Inference in the Multiple Measurement Vector Problem},
+ Author = {J. Ziniel and P. Schniter},
+ Journal = {IEEE Trans. Sig. Proc.},
+ Year = {2013},
+
+ Month = {Jan.},
+ Number = {2},
+ Pages = {340-354},
+ Volume = {61},
+
+ Doi = {10.1109/TSP.2012.2222382},
+ ISSN = {1053-587X}
+}
+
diff --git a/references_yp.bib b/references_yp.bib
new file mode 100644
index 0000000..aa9f22f
--- /dev/null
+++ b/references_yp.bib
@@ -0,0 +1,142 @@
+@article{chawla2006hardness,
+ title={On the hardness of approximating multicut and sparsest-cut},
+ author={Chawla, Shuchi and Krauthgamer, Robert and Kumar, Ravi and Rabani, Yuval and Sivakumar, D},
+ journal={computational complexity},
+ volume={15},
+ number={2},
+ pages={94--114},
+ year={2006},
+ publisher={Springer}
+}
+
+@article{chor1998geometric,
+ title={A geometric approach to betweenness},
+ author={Chor, Benny and Sudan, Madhu},
+ journal={SIAM Journal on Discrete Mathematics},
+ volume={11},
+ number={4},
+ pages={511--523},
+ year={1998},
+ publisher={SIAM}
+}
+
+@article{khot2012grothendieck,
+ title={Grothendieck-Type Inequalities in Combinatorial Optimization},
+ author={Khot, Subhash and Naor, Assaf},
+ journal={Communications on Pure and Applied Mathematics},
+ volume={65},
+ number={7},
+ pages={992--1035},
+ year={2012},
+ publisher={Wiley Online Library}
+}
+
+@incollection{lovasz2003semidefinite,
+ title={Semidefinite programs and combinatorial optimization},
+ author={Lov{\'a}sz, L{\'a}szl{\'o}},
+ booktitle={Recent advances in algorithms and combinatorics},
+ pages={137--194},
+ year={2003},
+ publisher={Springer}
+}
+
+@inproceedings{mossel2015consistency,
+ title={Consistency thresholds for the planted bisection model},
+ author={Mossel, Elchanan and Neeman, Joe and Sly, Allan},
+ booktitle={Proceedings of the Forty-Seventh Annual ACM on Symposium on Theory of Computing},
+ pages={69--75},
+ year={2015},
+ organization={ACM}
+}
+
+@inproceedings{song2007dependence,
+ title={A dependence maximization view of clustering},
+ author={Song, Le and Smola, Alex and Gretton, Arthur and Borgwardt, Karsten M},
+ booktitle={Proceedings of the 24th international conference on Machine learning},
+ pages={815--822},
+ year={2007},
+ organization={ACM}
+}
+
+@article{singer2011angular,
+ title={Angular synchronization by eigenvectors and semidefinite programming},
+ author={Singer, Amit},
+ journal={Applied and computational harmonic analysis},
+ volume={30},
+ number={1},
+ pages={20--36},
+ year={2011},
+ publisher={Elsevier}
+}
+
+@article{singer2011three,
+ title={Three-dimensional structure determination from common lines in cryo-EM by eigenvectors and semidefinite programming},
+ author={Singer, Amit and Shkolnisky, Yoel},
+ journal={SIAM journal on imaging sciences},
+ volume={4},
+ number={2},
+ pages={543--572},
+ year={2011},
+ publisher={SIAM}
+}
+
+@article{chaudhury2015global,
+ title={Global registration of multiple point clouds using semidefinite programming},
+ author={Chaudhury, Kunal N and Khoo, Yuehaw and Singer, Amit},
+ journal={SIAM Journal on Optimization},
+ volume={25},
+ number={1},
+ pages={468--501},
+ year={2015},
+ publisher={SIAM}
+}
+
+@inproceedings{raghavendra2008optimal,
+ title={Optimal algorithms and inapproximability results for every CSP?},
+ author={Raghavendra, Prasad},
+ booktitle={Proceedings of the fortieth annual ACM symposium on Theory of computing},
+ pages={245--254},
+ year={2008},
+ organization={ACM}
+}
+
+@article{grothendieck1996resume,
+ title={R{\'e}sum{\'e} de la th{\'e}orie m{\'e}trique des produits tensoriels topologiques},
+ author={Grothendieck, Alexandre},
+ journal={Resenhas do Instituto de Matem{\'a}tica e Estat{\'\i}stica da Universidade de S{\~a}o Paulo},
+ volume={2},
+ number={4},
+ pages={401--481},
+ year={1996}
+}
+
+@article{abbe2016exact,
+ title={Exact recovery in the stochastic block model},
+ author={Abbe, Emmanuel and Bandeira, Afonso S and Hall, Georgina},
+ journal={IEEE Transactions on Information Theory},
+ volume={62},
+ number={1},
+ pages={471--487},
+ year={2016},
+ publisher={IEEE}
+}
+
+@article{hajek2016achieving,
+ title={Achieving exact cluster recovery threshold via semidefinite programming},
+ author={Hajek, Bruce and Wu, Yihong and Xu, Jiaming},
+ journal={IEEE Transactions on Information Theory},
+ volume={62},
+ number={5},
+ pages={2788--2797},
+ year={2016},
+ publisher={IEEE}
+}
+
+@inproceedings{leskovec2010empirical,
+ title={Empirical comparison of algorithms for network community detection},
+ author={Leskovec, Jure and Lang, Kevin J and Mahoney, Michael},
+ booktitle={Proceedings of the 19th international conference on World wide web},
+ pages={631--640},
+ year={2010},
+ organization={ACM}
+}
\ No newline at end of file
diff --git a/tythc16-small-bib.bib b/tythc16-small-bib.bib
new file mode 100644
index 0000000..63fc8de
--- /dev/null
+++ b/tythc16-small-bib.bib
@@ -0,0 +1,553 @@
+%% This BibTeX bibliography file was created using BibDesk.
+%% http://bibdesk.sourceforge.net/
+
+
+%% Created for Joel Tropp at 2016-07-27 16:30:08 -0700
+
+
+%% Saved with string encoding Unicode (UTF-8)
+
+
+
+@unpublished{TYUC16:Randomized-Single-View,
+ Author = {J. A. Tropp and A. Yurtsever and M.~Udell and V.~Cevher},
+ Date-Added = {2016-07-27 23:25:51 +0000},
+ Date-Modified = {2016-07-27 23:30:06 +0000},
+ Month = {Aug.},
+ Note = {Available at \url{http://arXiv.org/abs/1508.xxxxx}},
+ Title = {Randomized single-view algorithms for low-rank matrix reconstruction},
+ Year = {2016}}
+
+@unpublished{EM15:Convergence-Rates,
+ Author = {M. A. Erdogdu and A. Montanari},
+ Date-Added = {2016-05-20 02:22:18 +0000},
+ Date-Modified = {2016-05-20 02:23:09 +0000},
+ Month = {Aug.},
+ Note = {Available at \url{http://arXiv.org/abs/1508.02810}},
+ Title = {Convergence rates of sub-sampled {N}ewton methods},
+ Year = {2015}}
+
+@unpublished{PW15:Newton-Sketch,
+ Author = {M. Pilanci and M. Wainwright},
+ Date-Added = {2016-05-20 02:20:40 +0000},
+ Date-Modified = {2016-05-20 02:21:28 +0000},
+ Month = {May},
+ Note = {Available at \url{http://arXiv.org/abs/1505.02250}},
+ Title = {Newton sketch: A linear-time optimization algorithm with linear-quadratic convergence},
+ Year = {2015}}
+
+@article{Mut08:Data-Streams,
+ Author = {Muthukrishnan, S.},
+ Date-Added = {2016-05-20 01:41:12 +0000},
+ Date-Modified = {2016-05-20 04:33:19 +0000},
+ Fjournal = {Foundations and Trends${}\sp \circledR$ in Theoretical Computer Science},
+ Journal = {Found. Trends Theor. Comput. Sci.},
+ Mrclass = {68P20 (68M10 68Q17 68Q25 68W20 68W25)},
+ Mrnumber = {2379507},
+ Mrreviewer = {Hsien-Kuei Hwang},
+ Number = {2},
+ Pages = {117--236},
+ Title = {Data streams: algorithms and applications},
+ Volume = {1},
+ Year = {2005},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1561/0400000002}}
+
+@article{Roc76:Monotone-Operators,
+ Author = {Rockafellar, R. T.},
+ Date-Added = {2016-05-20 00:56:27 +0000},
+ Date-Modified = {2016-05-20 04:52:44 +0000},
+ Fjournal = {SIAM Journal on Control and Optimization},
+ Journal = {SIAM J. Control Optimization},
+ Mrclass = {47H05 (49D45)},
+ Mrnumber = {0410483},
+ Mrreviewer = {G. M. Ewing},
+ Number = {5},
+ Pages = {877--898},
+ Title = {Monotone operators and the proximal point algorithm},
+ Volume = {14},
+ Year = {1976}}
+
+@inproceedings{OLY+16:Frank-Wolfe-Works,
+ Abstract = {We study a phase retrieval problem in the Poisson noise
+ model. Motivated by the PhaseLift approach, we
+ approximate the maximum-likelihood estimator by solving a
+ convex program with a nuclear norm constraint. While the
+ Frank-Wolfe algorithm, together with the Lanczos method,
+ can efficiently deal with nuclear norm constraints, our
+ objective function does not have a Lipschitz continuous
+ gradient, and hence existing convergence guarantees for
+ the Frank-Wolfe algorithm do not apply. In this paper, we
+ show that the Frank-Wolfe algorithm works for the Poisson
+ phase retrieval problem, and has a global convergence
+ rate of O(1/t), where t is the iteration counter. We
+ provide rigorous theoretical guarantee and illustrating
+ numerical results.},
+ Affiliation = {EPFL},
+ Author = {G. Odor and Y.-H. Li and A. Yurtsever and Y.-P. Hsieh and Q. Tran-Dinh and M. El Halabi and V. Cevher},
+ Booktitle = {41{s}t {IEEE} {I}ntl. {C}onf. {A}coustics, {S}peech and {S}ignal {P}rocessing (ICASSP)},
+ Date-Added = {2016-05-19 23:58:33 +0000},
+ Date-Modified = {2016-05-20 04:51:28 +0000},
+ Details = {http://infoscience.epfl.ch/record/215495},
+ Documenturl = {http://infoscience.epfl.ch/record/215495/files/fw4ppr.pdf},
+ Keywords = {Phase retrieval; Poisson noise; PhaseLift; Frank-Wolfe algorithm; Non-Lipschitz continuous gradient},
+ Oai-Id = {oai:infoscience.epfl.ch:215495},
+ Oai-Set = {conf},
+ Review = {REVIEWED},
+ Status = {ACCEPTED},
+ Submitter = {221971},
+ Title = {{F}rank-{W}olfe works for non-{L}ipschitz continuous gradient objectives: scalable {P}oisson phase retrieval},
+ Unit = {LIONS},
+ Year = 2016}
+
+@article{AT06:Interior-Gradient,
+ Author = {A. Auslender and M. Teboulle},
+ Date-Added = {2016-05-19 21:59:38 +0000},
+ Date-Modified = {2016-05-20 04:48:47 +0000},
+ Journal = {SIAM J. Optim.},
+ Mrclass = {90C25 (90C22 90C30)},
+ Mrnumber = {2197553},
+ Mrreviewer = {Etienne de Klerk},
+ Number = {3},
+ Pages = {697--725 (electronic)},
+ Title = {Interior gradient and proximal methods for convex and conic optimization},
+ Volume = {16},
+ Year = {2006},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1137/S1052623403427823}}
+
+@article{CETV13:Phase-Retrieval,
+ Author = {E. J. Cand{\`e}s and Y. C. Eldar and T. Strohmer and V. Voroninski},
+ Coden = {SJISBI},
+ Date-Added = {2016-05-19 20:47:23 +0000},
+ Date-Modified = {2016-05-20 05:13:53 +0000},
+ Fjournal = {SIAM Journal on Imaging Sciences},
+ Journal = {SIAM J. Imaging Sci.},
+ Mrclass = {94A08 (42A38 90C25)},
+ Mrnumber = {3032952},
+ Number = {1},
+ Pages = {199--225},
+ Title = {Phase retrieval via matrix completion},
+ Volume = {6},
+ Year = {2013},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1137/110848074}}
+
+@article{BBCE09:Painless-Reconstruction,
+ Author = {R. Balan and B. G. Bodmann and P. G. Casazza and D. Edidin},
+ Date-Added = {2016-05-19 20:41:45 +0000},
+ Date-Modified = {2016-05-20 04:30:39 +0000},
+ Fjournal = {The Journal of Fourier Analysis and Applications},
+ Journal = {J. Fourier Anal. Appl.},
+ Mrclass = {42C15 (94A12)},
+ Mrnumber = {2549940},
+ Mrreviewer = {Alberto Portal},
+ Number = {4},
+ Pages = {488--501},
+ Title = {Painless reconstruction from magnitudes of frame coefficients},
+ Volume = {15},
+ Year = {2009},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1007/s00041-009-9065-1}}
+
+@article{CLS15:Phase-Retrieval,
+ Author = {E. J. Cand{\`e}s and X. Li and M. Soltanolkoltabi},
+ Date-Added = {2016-05-19 20:36:47 +0000},
+ Date-Modified = {2016-05-19 20:39:24 +0000},
+ Journal = {IEEE Trans. Inform. Theory},
+ Number = {4},
+ Pages = {1985--2007},
+ Title = {Phase retrieval via {W}irtinger {F}low: Theory and algorithms},
+ Volume = {61},
+ Year = {2015}}
+
+@article{GS72:Practical-Algorithm,
+ Author = {R. W. Gerchberg and W. O. Saxton},
+ Date-Added = {2016-05-19 20:35:32 +0000},
+ Date-Modified = {2016-05-19 20:36:22 +0000},
+ Journal = {Optik},
+ Number = {237--246},
+ Title = {A practical algorithm for the determination of the phase from image and diffraction plane pictures},
+ Volume = {35},
+ Year = {1972}}
+
+@article{HCO+15:Solving-Ptychography,
+ Abstract = {Ptychography is a powerful computational imaging technique that transforms a collection of low-resolution images into a high-resolution sample reconstruction. Unfortunately, algorithms that currently solve this reconstruction problem lack stability, robustness, and theoretical guarantees. Recently, convex optimization algorithms have improved the accuracy and reliability of several related reconstruction efforts. This paper proposes a convex formulation of the ptychography problem. This formulation has no local minima, it can be solved using a wide range of algorithms, it can incorporate appropriate noise models, and it can include multiple a priori constraints. The paper considers a specific algorithm, based on low-rank factorization, whose runtime and memory usage are near-linear in the size of the output image. Experiments demonstrate that this approach offers a 25% lower background variance on average than alternating projections, the ptychographic reconstruction algorithm that is currently in widespread use.},
+ Author = {R. Horstmeyer and R. Y. Chen and X. Ou and B. Ames and J. A. Tropp and C. Yang},
+ Date-Added = {2016-05-19 01:43:25 +0000},
+ Date-Modified = {2016-05-20 04:32:37 +0000},
+ Journal = {New Journal of Physics},
+ Number = {5},
+ Pages = {053044},
+ Title = {Solving ptychography with a convex relaxation},
+ Volume = {17},
+ Year = {2015},
+ Bdsk-Url-1 = {http://stacks.iop.org/1367-2630/17/i=5/a=053044}}
+
+@incollection{Hig89:Matrix-Nearness,
+ Author = {Higham, N. J.},
+ Booktitle = {Applications of matrix theory ({B}radford, 1988)},
+ Date-Added = {2016-05-19 01:42:03 +0000},
+ Date-Modified = {2016-05-20 04:50:04 +0000},
+ Mrclass = {65F30 (15A57)},
+ Mrnumber = {1041063},
+ Mrreviewer = {F. Szidarovszky},
+ Pages = {1--27},
+ Publisher = {Oxford Univ. Press, New York},
+ Title = {Matrix nearness problems and applications},
+ Year = {1989},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1093/imamat/22.1.1}}
+
+@phdthesis{Faz02:Matrix-Rank,
+ Address = {Palo Alto},
+ Author = {M. Fazel},
+ Date-Added = {2016-05-18 22:53:41 +0000},
+ Date-Modified = {2016-05-20 04:49:21 +0000},
+ School = {Stanford Univ.},
+ Title = {Matrix rank minimization with applications},
+ Type = {Ph{D} {D}issertation},
+ Year = {2002}}
+
+@inproceedings{YHC15:Scalable-Convex,
+ Abstract = {This paper describes scalable convex optimization
+ methods for phase retrieval. The main characteristics of
+ these methods are the cheap per-iteration complexity and
+ the low-memory footprint. With a variant of the original
+ PhaseLift formulation, we first illustrate how to
+ leverage the scalable Frank-Wolfe (FW) method (also known
+ as the conditional gradient algorithm), which requires a
+ tuning parameter. We demonstrate that we can estimate the
+ tuning parameter of the FW algorithm directly from the
+ measurements, with rigorous theoretical guarantees. We
+ then illustrate numerically that recent advances in
+ universal primal-dual convex optimization methods offer
+ significant scalability improvements over the FW method,
+ by recovering full HD resolution color images from their
+ quadratic measurements.},
+ Affiliation = {EPFL},
+ Author = {Yurtsever, A. and Hsieh, Y.-P. and Cevher, V.},
+ Booktitle = {6{t}h {IEEE} {I}ntl. {W}orkshop on {C}omputational {A}dvances in {M}ulti-{S}ensor {A}daptive {P}rocessing ({CAMSAP})},
+ Date-Added = {2016-05-06 22:50:11 +0000},
+ Date-Modified = {2016-05-20 07:01:30 +0000},
+ Details = {http://infoscience.epfl.ch/record/212914},
+ Documenturl = {http://infoscience.epfl.ch/record/212914/files/ScalableConvexMethodsForPhaseRetrieval.pdf},
+ Keywords = {phase retrieval; PhaseLift; scalable convex methods; Frank-Wolfe; universal primal dual convex optimization methods},
+ Location = {Cancun, Mexico},
+ Oai-Id = {oai:infoscience.epfl.ch:212914},
+ Oai-Set = {conf},
+ Review = {REVIEWED},
+ Status = {ACCEPTED},
+ Submitter = {233086},
+ Title = {Scalable convex methods for phase retrieval},
+ Unit = {LIONS},
+ Year = 2015}
+
+@unpublished{RSW15:Conditional-Gradient,
+ Author = {N. Rao and P. Shah and S. Wright},
+ Date-Added = {2016-05-06 22:45:44 +0000},
+ Date-Modified = {2016-05-06 22:47:42 +0000},
+ Note = {Available at \url{http://people.inf.ethz.ch/jaggim/NIPS-workshop-FW-greedy/papers/rao_shah_wright_final.pdf}},
+ Title = {Conditional gradient with enhancement and truncation for atomic-norm regularization},
+ Year = {2015}}
+
+@inproceedings{SGS11:Large-Scale-Convex,
+ Author = {S. Shalev-Schwartz and A. Gonen and O. Shamir},
+ Booktitle = {Proc. 28th Intl. Conf. Machine Learning},
+ Date-Added = {2016-05-06 22:44:53 +0000},
+ Date-Modified = {2016-05-06 22:45:29 +0000},
+ Title = {Large-scale convex minimization with a low-rank constraint},
+ Year = {2011}}
+
+@unpublished{ABH16:Second-Order-Stochastic,
+ Author = {N. Agarwal, B. Bullins, E. Hazan},
+ Date-Added = {2016-05-06 22:42:44 +0000},
+ Date-Modified = {2016-05-20 07:00:32 +0000},
+ Month = {Feb.},
+ Note = {Available at \url{http://arXiv.org/abs/1602.03943}},
+ Title = {Second-Order Stochastic Optimization in Linear Time},
+ Year = {2016}}
+
+@article{GH15:Sublinear-Time,
+ Author = {D. Garber and E. Hazan},
+ Date-Added = {2016-05-06 22:35:00 +0000},
+ Date-Modified = {2016-05-06 22:36:22 +0000},
+ Doi = {10.1007/s10107-015-0932-z},
+ Journal = {Math. Program. Ser. A},
+ Title = {Sublinear time algorithms for approimate semidefinite programming},
+ Year = {2015},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1007/s10107-015-0932-z}}
+
+@unpublished{JNS12:Low-Rank-Matrix,
+ Author = {P. Jain and P. Netrapalli and S. Sanghavi},
+ Date-Added = {2016-05-06 22:29:08 +0000},
+ Date-Modified = {2016-05-06 22:29:57 +0000},
+ Month = {Dec.},
+ Note = {Available at \url{http://arXiv.org/abs/1212.0467}},
+ Title = {Low-rank matrix completion using alternating minimization},
+ Year = {2012}}
+
+@unpublished{BKS15:Dropping-Convexity,
+ Author = {S. Bhojanapalli and A. Kyrillidis and S. Sanghavi},
+ Date-Added = {2016-05-06 22:27:48 +0000},
+ Date-Modified = {2016-05-06 22:28:48 +0000},
+ Month = {Sep.},
+ Note = {Available at \url{http://arXiv.org/abs/1509.03917}},
+ Title = {Dropping convexity for faster semi-definite optimization},
+ Year = {2015}}
+
+@unpublished{Bou15:Riemannian-Low-Rank,
+ Author = {N. Boumal},
+ Date-Added = {2016-05-06 22:25:45 +0000},
+ Date-Modified = {2016-05-06 22:27:03 +0000},
+ Month = {June},
+ Note = {Available at \url{http://arXiv.org/abs/1506.00575}},
+ Title = {A {R}iemannian low-rank method for optimization over semidefinite matrices with block-diagonal constraints},
+ Year = {2015}}
+
+@article{BM03:Nonlinear-Programming,
+ Author = {Burer, S. and Monteiro, R. D. C.},
+ Date-Added = {2016-05-06 22:19:12 +0000},
+ Date-Modified = {2016-05-20 04:31:27 +0000},
+ Fjournal = {Mathematical Programming. A Publication of the Mathematical Programming Society},
+ Journal = {Math. Program.},
+ Mrclass = {90C22 (90C30)},
+ Mrnumber = {1976484},
+ Mrreviewer = {Zheng Hai Huang},
+ Number = {2, Ser. B},
+ Pages = {329--357},
+ Title = {A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization},
+ Volume = {95},
+ Year = {2003},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1007/s10107-002-0352-8}}
+
+@inproceedings{Haz08:Sparse-Approximate,
+ Address = {Rio de Janeiro},
+ Author = {E. Hazan},
+ Booktitle = {Proc. 8th Latin American Theoretical Informatics Symposium (LATIN)},
+ Date-Added = {2016-05-02 19:54:03 +0000},
+ Date-Modified = {2016-05-02 19:55:26 +0000},
+ Month = {Apr.},
+ Title = {Sparse approximate solutions to semidefinite programs},
+ Year = {2008}}
+
+@unpublished{Upa16:Fast-Space-Optimal,
+ Author = {J. Upadhyay},
+ Date-Added = {2016-05-02 19:48:41 +0000},
+ Date-Modified = {2016-05-02 19:51:25 +0000},
+ Month = {Apr.},
+ Note = {Available at \url{http://arXiv.org/abs/1604.01429}},
+ Title = {Fast and Space-optimal Low-rank Factorization in the Streaming Model With Application in Differential Privacy},
+ Year = {2016}}
+
+@inproceedings{BWZ15:Optimal-Principal,
+ Address = {Cambridge, MA},
+ Author = {C. Boutsidis and D. Woodruff and P. Zhong},
+ Booktitle = {Proc. 2016 ACM Symp. Theory of Computing (STOC)},
+ Date-Added = {2016-05-02 19:40:18 +0000},
+ Date-Modified = {2016-05-20 04:31:02 +0000},
+ Title = {Optimal principal component analysis in distributed and streaming models},
+ Year = {2016}}
+
+@article{NW12:Restricted-Strong,
+ Author = {S. Negahban and M. J. Wainwright},
+ Date-Added = {2016-05-02 19:39:30 +0000},
+ Date-Modified = {2016-05-20 04:35:03 +0000},
+ Fjournal = {Journal of Machine Learning Research (JMLR)},
+ Journal = {J. Mach. Learn. Res.},
+ Mrclass = {62H12 (15A83 60B20 60E15 62G20)},
+ Mrnumber = {2930649},
+ Pages = {1665--1697},
+ Title = {Restricted strong convexity and weighted matrix completion: optimal bounds with noise},
+ Volume = {13},
+ Year = {2012}}
+
+@article{PW15:Randomized-Sketches,
+ Author = {M. Pilanci and M. J. Wainwright},
+ Date-Added = {2016-05-02 19:39:30 +0000},
+ Date-Modified = {2016-05-20 04:39:02 +0000},
+ Fjournal = {Institute of Electrical and Electronics Engineers. Transactions on Information Theory},
+ Journal = {IEEE Trans. Inform. Theory},
+ Mrclass = {94A12},
+ Mrnumber = {3386504},
+ Number = {9},
+ Pages = {5096--5115},
+ Title = {Randomized sketches of convex programs with sharp guarantees},
+ Volume = {61},
+ Year = {2015}}
+
+@inproceedings{Sar06:Improved-Approximation,
+ Address = {Berkeley},
+ Author = {T. Sarl{\'o}s},
+ Booktitle = {Proc. 47th Ann. IEEE Symposium on Foundations of Computer Science (FOCS)},
+ Date-Added = {2016-05-02 19:37:34 +0000},
+ Date-Modified = {2016-05-02 19:38:47 +0000},
+ Title = {Improved approximation algorithms for large matrices via random projections},
+ Year = {2006}}
+
+@inproceedings{CW09:Numerical-Linear,
+ Address = {Bethesda},
+ Author = {K. L. Clarkson and D. P. Woodruff},
+ Booktitle = {Proc. 41st ACM Symposium on Theory of Computing (STOC)},
+ Date-Added = {2016-05-02 19:34:04 +0000},
+ Date-Modified = {2016-05-02 19:58:30 +0000},
+ Title = {Numerical linear algebra in the streaming model},
+ Year = {2009}}
+
+@article{Mah11:Randomized-Algorithms,
+ Author = {M. W. Mahoney},
+ Date-Added = {2016-05-02 19:31:31 +0000},
+ Date-Modified = {2016-05-20 04:33:07 +0000},
+ Journal = {Foundations and Trends{\textregistered} in Machine Learning},
+ Number = {2},
+ Pages = {123-224},
+ Title = {Randomized Algorithms for Matrices and Data},
+ Volume = {3},
+ Year = {2011},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1561/2200000035}}
+
+@inproceedings{Jag13:Revisiting-Frank-Wolfe,
+ Address = {Atlanta},
+ Author = {M. Jaggi},
+ Booktitle = {Proc. 30th Intl. Conf. Machine Learning (ICML)},
+ Date-Added = {2016-05-02 19:29:35 +0000},
+ Date-Modified = {2016-05-02 19:30:41 +0000},
+ Title = {Revisiting {F}rank--{W}olfe: Projection-free sparse convex optimization},
+ Year = {2013}}
+
+@article{Woo14:Sketching-Tool,
+ Author = {D. P. Woodruff},
+ Date-Added = {2016-05-02 19:27:08 +0000},
+ Date-Modified = {2016-05-20 04:38:49 +0000},
+ Fjournal = {Foundations and Trends${}\sp \circledR$ in Theoretical Computer Science},
+ Journal = {Found. Trends Theor. Comput. Sci.},
+ Mrclass = {65F99 (15-02)},
+ Mrnumber = {3285427},
+ Number = {1-2},
+ Pages = {iv+157},
+ Title = {Sketching as a tool for numerical linear algebra},
+ Volume = {10},
+ Year = {2014}}
+
+@article{WLRT08:Fast-Randomized,
+ Author = {F. Woolfe and E. Liberty and V. Rokhlin and M. Tygert},
+ Date-Added = {2016-05-02 19:27:08 +0000},
+ Date-Modified = {2016-05-20 04:33:58 +0000},
+ Fjournal = {Applied and Computational Harmonic Analysis. Time-Frequency and Time-Scale Analysis, Wavelets, Numerical Algorithms, and Applications},
+ Journal = {Appl. Comput. Harmon. Anal.},
+ Mrclass = {15A03 (15A18 15A52 65F30)},
+ Mrnumber = {2455599},
+ Mrreviewer = {Hans Havlicek},
+ Number = {3},
+ Pages = {335--366},
+ Title = {A fast randomized algorithm for the approximation of matrices},
+ Volume = {25},
+ Year = {2008},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1016/j.acha.2007.12.002}}
+
+@article{HMT11:Finding-Structure,
+ Author = {Halko, N. and Martinsson, P. G. and Tropp, J. A.},
+ Coden = {SIREAD},
+ Date-Added = {2016-05-02 19:24:04 +0000},
+ Date-Modified = {2016-05-20 04:32:09 +0000},
+ Fjournal = {SIAM Review},
+ Journal = {SIAM Rev.},
+ Mrclass = {65F30 (60B20 68W20)},
+ Mrnumber = {2806637},
+ Mrreviewer = {Thomas K. Huckle},
+ Number = {2},
+ Pages = {217--288},
+ Title = {Finding structure with randomness: probabilistic algorithms for constructing approximate matrix decompositions},
+ Volume = {53},
+ Year = {2011},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1137/090771806}}
+
+@unpublished{YZS14:Generalized-Conditional,
+ Author = {Y. Yu and X. Zhang and D. Schuurmans},
+ Date-Added = {2016-05-02 19:19:19 +0000},
+ Date-Modified = {2016-05-02 19:23:06 +0000},
+ Note = {Available at \url{http://arXiv.org/abs/1410.4828}},
+ Title = {Generalized conditional gradient for sparse estimation},
+ Year = {2014}}
+
+@inproceedings{YTC15:Universal-Primal-Dual,
+ Address = {Montr{\'e}al},
+ Author = {A. Yurtsever and Q. Tran-Dinh and V. Cevher},
+ Booktitle = {Proc. 29th Ann. Conf. Neural Information Processings (NIPS)},
+ Date-Added = {2016-05-02 19:17:36 +0000},
+ Date-Modified = {2016-05-02 21:52:01 +0000},
+ Title = {A universal primal--dual convex optimization framework},
+ Year = {2015}}
+
+@unpublished{CTUY16:Storage-Optimal-Algorithms,
+ Author = {V. Cevher and J. A. Tropp and M. Udell and A. Yurtsever},
+ Date-Added = {2016-05-02 19:14:55 +0000},
+ Date-Modified = {2016-05-02 19:17:07 +0000},
+ Month = {May},
+ Note = {In preparation},
+ Title = {Storage-optimal algorithms for semidefinite programs with low-rank solutions},
+ Year = {2016}}
+
+@article{Cla10:Coresets-Sparse,
+ Author = {Clarkson, K. L.},
+ Date-Added = {2016-05-02 19:08:48 +0000},
+ Date-Modified = {2016-05-20 04:31:40 +0000},
+ Fjournal = {ACM Transactions on Algorithms},
+ Journal = {ACM Trans. Algorithms},
+ Mrclass = {90C25 (68T05 90C55)},
+ Mrnumber = {2760426},
+ Number = {4},
+ Pages = {Art. 63, 30},
+ Title = {Coresets, sparse greedy approximation, and the {F}rank-{W}olfe algorithm},
+ Volume = {6},
+ Year = {2010},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1145/1824777.1824783}}
+
+@techreport{Nes15:Complexity-Bounds,
+ Author = {Yu. Nesterov},
+ Date-Added = {2016-05-02 19:03:30 +0000},
+ Date-Modified = {2016-05-02 19:04:48 +0000},
+ Institution = {Catholic University of Louvain},
+ Month = {Feb.},
+ Number = {2015/03},
+ Title = {Complexity bounds for primal-dual methods minimizing the model of objective function},
+ Type = {CORE discussion paper},
+ Year = {2015}}
+
+@article{FW56:Algorithm-Quadratic,
+ Author = {M. Frank and P. Wolfe},
+ Date-Added = {2016-05-02 19:00:32 +0000},
+ Date-Modified = {2016-05-20 04:49:39 +0000},
+ Fjournal = {Naval Research Logistics Quarterly},
+ Journal = {Naval Res. Logist. Quart.},
+ Mrclass = {90.0X},
+ Mrnumber = {0089102},
+ Pages = {95--110},
+ Title = {An algorithm for quadratic programming},
+ Volume = {3},
+ Year = {1956}}
+
+@article{JN16:Solving-Variational,
+ Author = {A. Juditsky and A. Nemirovski},
+ Date-Added = {2016-05-02 19:00:32 +0000},
+ Date-Modified = {2016-05-20 04:35:10 +0000},
+ Fjournal = {Mathematical Programming. A Publication of the Mathematical Optimization Society},
+ Journal = {Math. Program.},
+ Mrclass = {65K15 (68T10 90C25 90C47)},
+ Mrnumber = {3459200},
+ Number = {1-2, Ser. A},
+ Pages = {221--256},
+ Title = {Solving variational inequalities with monotone operators on domains given by {L}inear {M}inimization {O}racles},
+ Volume = {156},
+ Year = {2016},
+ Bdsk-Url-1 = {http://dx.doi.org/10.1007/s10107-015-0876-3}}
+
+@article{LP66:Minimization-Methods,
+ Author = {Levitin, E. S. and Poljak, B. T.},
+ Date-Added = {2016-05-02 19:00:32 +0000},
+ Date-Modified = {2016-05-02 19:01:01 +0000},
+ Fjournal = {Akademija Nauk SSSR. \v Zurnal Vy\v cislitel\cprime no\u\i\ Matematiki i Matemati\v cesko\u\i\ Fiziki},
+ Issn = {0044-4669},
+ Journal = {\v Z. Vy\v cisl. Mat. i Mat. Fiz.},
+ Mrclass = {65.30 (90.00)},
+ Mrnumber = {0211590},
+ Mrreviewer = {J. S. Shipman},
+ Pages = {787--823},
+ Title = {Minimization methods in the presence of constraints},
+ Volume = {6},
+ Year = {1966}}
diff --git a/yhli.bib b/yhli.bib
new file mode 100644
index 0000000..ae4dc9b
--- /dev/null
+++ b/yhli.bib
@@ -0,0 +1,8230 @@
+%% This BibTeX bibliography file was created using BibDesk.
+%% http://bibdesk.sourceforge.net/
+
+
+%% Created for yhli at 2016-10-03 16:10:53 +0200
+
+
+%% Saved with string encoding Unicode (UTF-8)
+
+
+@comment{jabref-meta: databaseType:bibtex;}
+
+
+
+@article{Lofberg2009,
+ Author = {L\"{o}fberg, Johan},
+ Date-Added = {2016-10-03 14:09:28 +0000},
+ Date-Modified = {2016-10-03 14:10:53 +0000},
+ Journal = {IEEE Trans. Automat. Contr.},
+ Number = {5},
+ Pages = {1007--1011},
+ Title = {Pre- and post-processing sum-of-squares programs in practice},
+ Volume = {54},
+ Year = {2009}}
+
+@article{Parrilo2003,
+ Author = {Parrilo, Pablo A.},
+ Date-Added = {2016-10-03 14:02:48 +0000},
+ Date-Modified = {2016-10-03 14:03:41 +0000},
+ Journal = {Math. Program., Ser. B},
+ Pages = {293--320},
+ Title = {Semidefinite programming relaxations for semialgebraic problems},
+ Volume = {96},
+ Year = {2003}}
+
+@article{Gouveia2010,
+ Author = {Gouveia, Jo\~{a}o and Parrilo, Pablo A. and Thomas, Rekha R.},
+ Date-Added = {2016-10-03 14:01:31 +0000},
+ Date-Modified = {2016-10-03 14:02:44 +0000},
+ Journal = {SIAM J. Optim.},
+ Number = {4},
+ Pages = {2097--2118},
+ Title = {Theta bodies for polynomial ideals},
+ Volume = {20},
+ Year = {2010}}
+
+@book{Lasserre2015,
+ Address = {Cambridge, UK},
+ Author = {Lasserre, Jean Bernard},
+ Date-Added = {2016-10-03 14:00:07 +0000},
+ Date-Modified = {2016-10-03 14:01:22 +0000},
+ Publisher = {Cambridge Univ. Press},
+ Title = {An introduction to polynomial and semi-algebraic optimization},
+ Year = {2015}}
+
+@article{Shang2016,
+ Author = {Shang, Jiangwei and Zhang, Zhengyun and Ng, Hui Khoon},
+ Date-Added = {2016-10-03 09:32:19 +0000},
+ Date-Modified = {2016-10-03 09:33:21 +0000},
+ Note = {arXiv:1609.07881v1 [quant-ph]},
+ Title = {Superfast maximum likelihood reconstruction for quantum tomography},
+ Year = {2016}}
+
+@article{Blume-Kohout2010,
+ Author = {Blume-Kohout, Robin},
+ Date-Added = {2016-09-15 16:48:33 +0000},
+ Date-Modified = {2016-09-15 16:49:10 +0000},
+ Journal = {Phys. Rev. Lett.},
+ Title = {Hedged maximum likelihood quantum state estimation},
+ Volume = {105},
+ Year = {2010}}
+
+@article{Faist2016,
+ Author = {Faist, Philippe and Renner, Renato},
+ Date-Added = {2016-09-13 18:05:13 +0000},
+ Date-Modified = {2016-09-13 18:05:52 +0000},
+ Journal = {Phys. Rev. Lett.},
+ Title = {Practical and reliable error bars in quantum tomography},
+ Volume = {117},
+ Year = {2016}}
+
+@unpublished{Grant2015,
+ Author = {Grant, Michael C. and Boyd, Stephen P.},
+ Date-Added = {2016-09-13 17:46:04 +0000},
+ Date-Modified = {2016-09-13 17:46:52 +0000},
+ Note = {Release 2.1},
+ Title = {The {CVX} user's guide},
+ Year = {2015}}
+
+@article{Haffner2005,
+ Author = {H\"{a}ffner, H. and H\"{a}nsel, W. and Roos, C. F. and Benhelm, J. and Check-al-kar, D. and Chwalla, M. and K\"{o}rber, T. and Rapol, U. D. and Riebe, M. and Schmidt, P. O. and Becher, C. and G\"{u}hne, O. and D\"{u}r, W. and Blatt, R.},
+ Date-Added = {2016-09-13 17:27:13 +0000},
+ Date-Modified = {2016-09-13 17:29:08 +0000},
+ Journal = {Nature},
+ Pages = {643--646},
+ Title = {Scalable multiparticle entanglement of trapped ions},
+ Volume = {438},
+ Year = {2005}}
+
+@article{Endres2003,
+ Author = {Endres, Dominik M. and Schindelin, Johannes E.},
+ Date-Added = {2016-09-12 16:53:44 +0000},
+ Date-Modified = {2016-09-12 16:54:30 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {7},
+ Pages = {1858--1860},
+ Title = {A new metric for probability distributions},
+ Volume = {49},
+ Year = {2003}}
+
+@article{Petz1993,
+ Author = {Petz, D\'{e}nes and Toth, Gabor},
+ Date-Added = {2016-09-09 16:57:29 +0000},
+ Date-Modified = {2016-09-09 16:58:10 +0000},
+ Journal = {Lett. Math. Phys.},
+ Pages = {205--216},
+ Title = {The {B}ogoliubov inner product in quantum statistics},
+ Volume = {27},
+ Year = {1993}}
+
+@article{Liu2016,
+ Author = {Liu, Jing and Yuan, Haidong},
+ Date-Added = {2016-09-06 16:41:21 +0000},
+ Date-Modified = {2016-09-06 16:42:02 +0000},
+ Journal = {New J. Phys.},
+ Title = {Valid lower bound for all estimators in quantum parameter estimation},
+ Volume = {18},
+ Year = {2016}}
+
+@article{Csiszar1998,
+ Author = {Csisz\'{a}r, Imre},
+ Date-Added = {2016-09-05 14:52:59 +0000},
+ Date-Modified = {2016-09-05 14:53:51 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {6},
+ Pages = {2505--2523},
+ Title = {The method of types},
+ Volume = {44},
+ Year = {1998}}
+
+@book{Tomamichel2016,
+ Address = {Cham},
+ Author = {Tomamichel, Marco},
+ Date-Added = {2016-09-05 13:55:44 +0000},
+ Date-Modified = {2016-09-05 13:56:37 +0000},
+ Publisher = {Springer},
+ Title = {Quantum Information Processing with Finite Resources},
+ Year = {2016}}
+
+@article{Ruskai2013,
+ Author = {Ruskai, Mary Beth},
+ Date-Added = {2016-09-01 18:09:58 +0000},
+ Date-Modified = {2016-09-01 18:10:45 +0000},
+ Journal = {J. Math. Phys.},
+ Title = {Remarks on {K}im's strong subadditivity matrix inequality: Extensions and equality conditions},
+ Volume = {54},
+ Year = {2013}}
+
+@article{Hansen2003,
+ Author = {Hansen, Frank and Pedersen, Gert K.},
+ Date-Added = {2016-09-01 18:08:51 +0000},
+ Date-Modified = {2016-09-01 18:09:36 +0000},
+ Journal = {Bull. London Math. Soc.},
+ Pages = {553--564},
+ Title = {{J}ensen's operator inequality},
+ Volume = {35},
+ Year = {2003}}
+
+@article{Hiai2011,
+ Author = {Hiai, Fumio and Mosonyi, Mil\'{a}n and Petz, D\'{e}nes and B\'{e}ny, C\'{e}dric},
+ Date-Added = {2016-09-01 18:06:24 +0000},
+ Date-Modified = {2016-09-01 18:07:27 +0000},
+ Journal = {Rev. Math. Phys.},
+ Number = {7},
+ Pages = {691--747},
+ Title = {Quantum $f$-divergences and error correction},
+ Volume = {23},
+ Year = {2011}}
+
+@article{Hansen1982,
+ Author = {Hansen, Frank and Pedersen, Gert Kiargard},
+ Date-Added = {2016-09-01 18:01:22 +0000},
+ Date-Modified = {2016-09-01 18:02:20 +0000},
+ Journal = {Math. Ann.},
+ Pages = {229--241},
+ Title = {{J}ensen's inequality for operators and {L}\"{o}wner's theorem},
+ Volume = {258},
+ Year = {1982}}
+
+@article{Mond1993,
+ Author = {Mond, B. and Pe\v{c}ari\'{c}, J. E.},
+ Date-Added = {2016-08-31 18:46:34 +0000},
+ Date-Modified = {2016-08-31 18:47:23 +0000},
+ Journal = {Houston J. Math.},
+ Number = {3},
+ Pages = {405--420},
+ Title = {Convex inequalities in {H}ilbert space},
+ Volume = {19},
+ Year = {1993}}
+
+@article{Jaksic2014,
+ Author = {Jak\v{s}i\'{c}, Rozarija and Pe\v{c}ari\'{c}, Josip},
+ Date-Added = {2016-08-31 18:42:21 +0000},
+ Date-Modified = {2016-08-31 18:43:26 +0000},
+ Journal = {Rend. Circ. Mat. Palermo},
+ Pages = {1--9},
+ Title = {Converses of convex inequalities in {H}ilbert space},
+ Volume = {63},
+ Year = {2014}}
+
+@article{Peierls1938,
+ Author = {Peierls, R.},
+ Date-Added = {2016-08-31 14:13:35 +0000},
+ Date-Modified = {2016-08-31 14:14:23 +0000},
+ Journal = {Phys. Rev.},
+ Pages = {918--919},
+ Title = {On a minimum property of the free energy},
+ Volume = {54},
+ Year = {1938}}
+
+@article{Lieb1975,
+ Author = {Lieb, Elliott H.},
+ Date-Added = {2016-08-31 14:09:36 +0000},
+ Date-Modified = {2016-08-31 14:11:19 +0000},
+ Journal = {Bull. Am. Math. Soc.},
+ Number = {1},
+ Pages = {1--13},
+ Title = {Some convexity and subadditivity properties of entropy},
+ Volume = {81},
+ Year = {1975}}
+
+@article{Vedral2002,
+ Author = {Vedral, V.},
+ Date-Added = {2016-08-31 14:02:38 +0000},
+ Date-Modified = {2016-08-31 14:03:29 +0000},
+ Journal = {Rev. Mod. Phys.},
+ Pages = {197--234},
+ Title = {The role of relative entropy in quantum information theory},
+ Volume = {74},
+ Year = {2002}}
+
+@article{Dragomir2003,
+ Author = {Dragomir, S. S.},
+ Date-Added = {2016-08-26 13:47:02 +0000},
+ Date-Modified = {2016-08-26 13:48:27 +0000},
+ Journal = {J. Inequal. Pure Appl. Math.},
+ Number = {3},
+ Title = {A survey on {C}auchy-{B}unyakovsky-{S}chwarz type discrete inequalities},
+ Volume = {4},
+ Year = {2003}}
+
+@article{Umegaki1962,
+ Author = {Umegaki, Hisaharu},
+ Date-Added = {2016-08-25 17:52:23 +0000},
+ Date-Modified = {2016-08-25 17:54:56 +0000},
+ Journal = {Kodai Math. Samin. Rep.},
+ Number = {2},
+ Pages = {59--85},
+ Title = {Conditional expectation in an operator algebra, {IV} (entropy and information)},
+ Volume = {14},
+ Year = {1962}}
+
+@article{Davis1959,
+ Author = {Davis, Chandler},
+ Date-Added = {2016-08-25 17:47:05 +0000},
+ Date-Modified = {2016-08-25 17:48:38 +0000},
+ Journal = {Illinois J. Math.},
+ Number = {4},
+ Pages = {538--553},
+ Title = {Various averaging operations onto subalgebras},
+ Volume = {3},
+ Year = {1959}}
+
+@article{Petz2003,
+ Author = {Petz, D\'{e}nes},
+ Date-Added = {2016-08-25 16:34:45 +0000},
+ Date-Modified = {2016-08-25 16:35:38 +0000},
+ Journal = {Rev. Math. Phys.},
+ Number = {1},
+ Pages = {79--91},
+ Title = {Monotonicity of quantum relative entropy revisited},
+ Volume = {15},
+ Year = {2003}}
+
+@book{Hayashi2006,
+ Address = {Berlin},
+ Author = {Hayashi, Masahito},
+ Date-Added = {2016-08-25 14:46:29 +0000},
+ Date-Modified = {2016-08-25 14:47:19 +0000},
+ Publisher = {Springer-Verl.},
+ Title = {Quantum Information: An Introduction},
+ Year = {2006}}
+
+@article{Bourin2007,
+ Author = {Bourin, Jean-Christophe and Seo, Yuki},
+ Date-Added = {2016-08-25 14:15:58 +0000},
+ Date-Modified = {2016-08-25 14:17:38 +0000},
+ Journal = {Linear Algebra Appl.},
+ Pages = {312--316},
+ Title = {Reverse inequality to {G}olden-{T}hompson type inequalities: Comparison of $\mathrm{e}^{A + B}$ and $\mathrm{e}^A \mathrm{e}^B$},
+ Volume = {426},
+ Year = {2007}}
+
+@article{Sutter2016,
+ Author = {Sutter, David and Berta, Mario and Tomamichel, Marco},
+ Date-Added = {2016-08-25 14:14:36 +0000},
+ Date-Modified = {2016-08-25 14:15:19 +0000},
+ Note = {arXiv:1604.03023v3 [math-ph]},
+ Title = {Multivariate trace inequalities},
+ Year = {2016}}
+
+@article{Hayashi2002,
+ Author = {Hayashi, Masahito},
+ Date-Added = {2016-08-25 14:11:12 +0000},
+ Date-Modified = {2016-08-25 14:12:17 +0000},
+ Journal = {J. Phys. A: Math. Gen.},
+ Pages = {10759--10773},
+ Title = {Optimal sequence of quantum measurements in the sense of {S}tein's lemma in quantum hypothesis testing},
+ Volume = {35},
+ Year = {2002}}
+
+@book{Bertsekas2016,
+ Address = {Belmont, MA},
+ Author = {Bertsekas, Dimitri P.},
+ Date-Added = {2016-08-23 15:54:32 +0000},
+ Date-Modified = {2016-09-16 16:41:21 +0000},
+ Edition = {3rd},
+ Publisher = {Athena Sci.},
+ Title = {Nonlinear Programming},
+ Year = {2016}}
+
+@book{Bratteli1987,
+ Address = {Berlin},
+ Author = {Bratteli, O. and Robinson, D. W.},
+ Date-Added = {2016-08-18 15:32:46 +0000},
+ Date-Modified = {2016-08-18 15:35:41 +0000},
+ Edition = {second},
+ Publisher = {Springer-Verl.},
+ Title = {Operator Algebras and Quantum Statistical Mechanics 1},
+ Year = {1987}}
+
+@article{Araki1973,
+ Author = {Araki, Huzihiro},
+ Date-Added = {2016-08-18 15:16:26 +0000},
+ Date-Modified = {2016-08-18 15:17:36 +0000},
+ Journal = {Commun. Math. Phys.},
+ Pages = {167--178},
+ Title = {{G}olden-{T}hompson and {P}eierls-{B}olubov inequalities for a general {v}on~{N}eumann algebra},
+ Volume = {34},
+ Year = {1973}}
+
+@article{Bikchentaev2011,
+ Author = {Bikchentaev, Airat M.},
+ Date-Added = {2016-08-18 15:14:13 +0000},
+ Date-Modified = {2016-08-18 15:15:26 +0000},
+ Journal = {{L}obachevskii J. Math.},
+ Number = {3},
+ Pages = {175--179},
+ Title = {The {P}eierls-{B}oliubov inequality in $C^\ast$-algebras and characterization of tracial functionals},
+ Volume = {32},
+ Year = {2011}}
+
+@book{Dixmier1981,
+ Address = {Amsterdam},
+ Author = {Dixmier, Jacques},
+ Date-Added = {2016-08-18 15:08:53 +0000},
+ Date-Modified = {2016-08-18 15:11:57 +0000},
+ Publisher = {North-Holland Publ. Co.},
+ Title = {Von {N}eumann Algebras},
+ Year = {1981}}
+
+@article{Ruskai1972,
+ Author = {Ruskai, M. B.},
+ Date-Added = {2016-08-18 11:52:55 +0000},
+ Date-Modified = {2016-08-18 11:53:55 +0000},
+ Journal = {Commun. Math. Phys.},
+ Pages = {280--289},
+ Title = {Inequalities for traces on {v}on {N}eumann algebras},
+ Volume = {26},
+ Year = {1972}}
+
+@article{Brown1990,
+ Author = {Brown, Lawrence G. and Kosaki, Hideki},
+ Date-Added = {2016-08-15 14:20:07 +0000},
+ Date-Modified = {2016-08-15 14:21:28 +0000},
+ Journal = {J. Oper. Theory},
+ Pages = {3--19},
+ Title = {{J}ensen's inequality in semi-finite {v}on~{N}eumann algebras},
+ Volume = {23},
+ Year = {1990}}
+
+@article{Furuichi2004,
+ Author = {Furuichi, S. and Yanagi, K. and Kuriyama, K.},
+ Date-Added = {2016-08-12 13:14:05 +0000},
+ Date-Modified = {2016-08-12 13:15:19 +0000},
+ Journal = {J. Math. Phys.},
+ Number = {12},
+ Pages = {4868--4877},
+ Title = {Fundamental properties of {T}sallis relative entropy},
+ Volume = {45},
+ Year = {2004}}
+
+@book{Simon2005,
+ Address = {Providence, RI},
+ Author = {Simon, Barry},
+ Date-Added = {2016-08-11 12:58:57 +0000},
+ Date-Modified = {2016-08-11 13:00:06 +0000},
+ Publisher = {Amer. Math. Soc.},
+ Title = {Trace Ideals and Their Applications},
+ Year = {2005}}
+
+@book{Ruelle1974,
+ Address = {Reading, MA},
+ Author = {Ruelle, David},
+ Date-Added = {2016-08-10 13:59:25 +0000},
+ Date-Modified = {2016-08-10 14:00:27 +0000},
+ Publisher = {W. A. Benjamin, Inc.},
+ Title = {Statistical Mechanics: Rigorous Results},
+ Year = {1974}}
+
+@article{Wehrl1978,
+ Author = {Wehrl, Alfred},
+ Date-Added = {2016-08-10 13:45:42 +0000},
+ Date-Modified = {2016-08-10 13:46:35 +0000},
+ Journal = {Rev. Mod. Phys.},
+ Number = {2},
+ Pages = {221--260},
+ Title = {General properties of entropy},
+ Volume = {50},
+ Year = {1978}}
+
+@incollection{Carlen2010,
+ Address = {Providence, RI},
+ Author = {Carlen, Eric},
+ Booktitle = {Entropy and the Quantum},
+ Date-Added = {2016-08-09 16:25:06 +0000},
+ Date-Modified = {2016-08-09 16:27:44 +0000},
+ Pages = {73--140},
+ Publisher = {Amer. Math. Soc.},
+ Title = {Trace inequalities and quantum entropy: An introductory course},
+ Year = {2010}}
+
+@article{Bebiano2004,
+ Author = {Bebiano, N. and da Provid\^{e}ncia Jr., J. and Lemos R.},
+ Date-Added = {2016-08-08 14:02:10 +0000},
+ Date-Modified = {2016-08-08 14:03:11 +0000},
+ Journal = {Linear Algebra Appl.},
+ Pages = {265--273},
+ Title = {Matrix inequalities in statistical mechanics},
+ Volume = {376},
+ Year = {2004}}
+
+@article{Nesterov2016,
+ Author = {Nesterov, {Yu.} and Tun{\c{c}}el, L.},
+ Date-Added = {2016-08-05 16:26:44 +0000},
+ Date-Modified = {2016-08-05 16:29:22 +0000},
+ Journal = {SIAM J. Optim.},
+ Number = {1},
+ Pages = {139--170},
+ Title = {Local superlinear convergence of polynomial-time interior-point methods for hyperbolicity cone optimization problems},
+ Volume = {26},
+ Year = {2016}}
+
+@article{He2016,
+ Author = {He, Niao and Harchaoui, Zaid and Wang, Yichen and Song, Le},
+ Date-Added = {2016-08-05 15:29:44 +0000},
+ Date-Modified = {2016-08-05 15:30:35 +0000},
+ Note = {arXiv:1608.01264v1 [cs.LG]},
+ Title = {Fast and simple optimization for {P}oisson likelihood models},
+ Year = {2016}}
+
+@article{Patil2016,
+ Author = {Patil, Sukanya and Rajwade, Ajit},
+ Date-Added = {2016-08-05 14:42:30 +0000},
+ Date-Modified = {2016-08-05 14:43:48 +0000},
+ Note = {arXiv:1606.08557v1 [cs.IT]},
+ Title = {Reconstruction error bounds for compressed sensing under {P}oisson noise using the square root of the {J}ensen-{S}hannon divergence},
+ Year = {2016}}
+
+@book{Heinosaari2012,
+ Address = {Cambridge, UK},
+ Author = {Heinosaari, Teiko and Ziman, M\'{a}rio},
+ Date-Added = {2016-07-28 16:04:44 +0000},
+ Date-Modified = {2016-07-28 16:05:58 +0000},
+ Publisher = {Cambridge Univ. Press},
+ Title = {The Mathematical Language of Quantum Theory},
+ Year = {2012}}
+
+@article{Tseng2010,
+ Author = {Tseng, Paul},
+ Date-Added = {2016-07-28 14:15:53 +0000},
+ Date-Modified = {2016-07-28 14:16:46 +0000},
+ Journal = {Math. Program., Ser. B},
+ Pages = {263--295},
+ Title = {Approximation accuracy, gradient methods, and error bounds for structured convex optimization},
+ Volume = {125},
+ Year = {2010}}
+
+@article{Guler1992,
+ Author = {G\"{u}ler, Osman},
+ Date-Added = {2016-07-28 13:53:23 +0000},
+ Date-Modified = {2016-07-28 13:54:21 +0000},
+ Journal = {SIAM J. Optim.},
+ Number = {4},
+ Pages = {649--664},
+ Title = {New proximal point algorithms for convex minimization},
+ Volume = {2},
+ Year = {1992}}
+
+@incollection{Nesterov2010,
+ Author = {Nesterov, Yurii},
+ Booktitle = {Wiley Encyclopedia of Operations Research and Management Science},
+ Date-Added = {2016-07-26 17:18:06 +0000},
+ Date-Modified = {2016-07-26 17:19:10 +0000},
+ Editor = {Cochran, James J.},
+ Publisher = {John Wiley \& Sons},
+ Title = {Subgradient optimization},
+ Year = {2010}}
+
+@article{Gasnikov2016,
+ Author = {Gasnikov, A. V. and Gasnikova, E. B. and Nesterov, {Yu.} E. and Chernov, A. V.},
+ Date-Added = {2016-07-26 16:24:20 +0000},
+ Date-Modified = {2016-07-26 16:25:36 +0000},
+ Journal = {Comput. Math. Math. Phys.},
+ Number = {4},
+ Pages = {514--524},
+ Title = {Efficient numerical methods for entropy-linear programming problems},
+ Volume = {56},
+ Year = {2016}}
+
+@article{Chatzigeorgiou2013,
+ Author = {Chatzigeorgiou, Ioannis},
+ Date-Added = {2016-07-22 13:47:52 +0000},
+ Date-Modified = {2016-07-22 13:49:13 +0000},
+ Journal = {IEEE Commun. Lett.},
+ Number = {8},
+ Pages = {1505--1508},
+ Title = {Bounds on the {L}ambert function and their application to the outage analysis of user cooperation},
+ Volume = {17},
+ Year = {2013}}
+
+@article{Hiai2010,
+ Author = {Hiai, Fumio},
+ Date-Added = {2016-07-15 14:08:37 +0000},
+ Date-Modified = {2016-07-15 14:10:06 +0000},
+ Journal = {Interdiscip. Inf. Sci.},
+ Number = {2},
+ Pages = {139--248},
+ Title = {Matrix analysis: Matrix monotone functions, matrix means, and majorization},
+ Volume = {16},
+ Year = {2010}}
+
+@book{Zeidler1985,
+ Address = {New York, NY},
+ Author = {Zeidler, Eberhard},
+ Date-Added = {2016-07-14 17:34:29 +0000},
+ Date-Modified = {2016-07-14 17:35:38 +0000},
+ Publisher = {Springer},
+ Title = {Nonlinear Functional Analysis and its Applications III: Variational Methods and Optimization},
+ Year = {1985}}
+
+@article{Burger2004,
+ Author = {Burger, Martin and Osher, Stanley},
+ Date-Added = {2016-07-11 14:03:29 +0000},
+ Date-Modified = {2016-07-11 14:04:12 +0000},
+ Journal = {Inverse Probl.},
+ Pages = {1411--1421},
+ Title = {Convergence rates of convex variational regularization},
+ Volume = {20},
+ Year = {2004}}
+
+@book{Bertsekas1999,
+ Address = {Belmont, MA},
+ Author = {Bertsekas, Dimitri P.},
+ Date-Added = {2016-07-08 17:52:15 +0000},
+ Date-Modified = {2016-07-08 17:52:59 +0000},
+ Publisher = {Athena Scientific},
+ Title = {Nonlinear Programming},
+ Year = {1999}}
+
+@article{Adler1989,
+ Author = {Adler, Ilan and Resende, Mauricio G. C. and Veiga, Geraldo and Karmarkar, Narendra},
+ Date-Added = {2016-07-07 15:44:47 +0000},
+ Date-Modified = {2016-07-07 15:45:52 +0000},
+ Journal = {Math. Program.},
+ Pages = {297--335},
+ Title = {An implementation of {K}armarkar's algorithm for linear programming},
+ Volume = {44},
+ Year = {1989}}
+
+@article{Zhivotovskiy2016,
+ Author = {Zhivotovskiy, Nikita and Hanneke, Steve},
+ Date-Added = {2016-07-07 15:27:35 +0000},
+ Date-Modified = {2016-07-07 15:28:39 +0000},
+ Note = {arXiv:1606.00922v1 [math.ST]},
+ Title = {Localization of {VC} classes: Beyond local {R}ademacher complexities},
+ Year = {2016}}
+
+@article{Karmarkar1984a,
+ Author = {Karmarkar, N.},
+ Date-Added = {2016-07-06 15:19:13 +0000},
+ Date-Modified = {2016-07-06 15:20:03 +0000},
+ Journal = {Combinatorica},
+ Number = {4},
+ Pages = {373--395},
+ Title = {A new polynomial-time algorithm for linear programming},
+ Volume = {4},
+ Year = {1984}}
+
+@article{Nesterov1997,
+ Author = {Nesterov, {Yu.}},
+ Date-Added = {2016-07-06 14:02:18 +0000},
+ Date-Modified = {2016-07-06 14:03:14 +0000},
+ Journal = {Math. Program.},
+ Pages = {285--297},
+ Title = {Interior-point methods: An old and new approach to nonlinear programming},
+ Volume = {79},
+ Year = {1997}}
+
+@unpublished{Ledoux2016,
+ Author = {Ledoux, Michel},
+ Date-Added = {2016-07-05 12:07:42 +0000},
+ Date-Modified = {2016-07-05 12:08:05 +0000},
+ Title = {The {MMSE} conjecture},
+ Year = {2016}}
+
+@article{Lacoste-Julien2016,
+ Author = {Lacoste-Julien, Simon},
+ Date-Added = {2016-07-04 13:08:33 +0000},
+ Date-Modified = {2016-07-04 13:10:59 +0000},
+ Note = {arXiv:1607.00345v1 [math.OC]},
+ Title = {Convergence rate of {F}rank-{W}olfe for non-convex objectives},
+ Year = {2016}}
+
+@inproceedings{Hazan2012,
+ Author = {Hazan, Elad},
+ Booktitle = {Proc. 29th Int. Conf. Machine Learning},
+ Date-Added = {2016-07-01 16:34:39 +0000},
+ Date-Modified = {2016-07-01 16:35:18 +0000},
+ Title = {Projection-free online learning},
+ Year = {2012}}
+
+@inproceedings{Lacoste-Julien2015,
+ Author = {Lacoste-Julien, Simon and Jaggi, Martin},
+ Booktitle = {Adv. Neural Information Processing Systems 28},
+ Date-Added = {2016-06-30 14:39:56 +0000},
+ Date-Modified = {2016-06-30 14:41:03 +0000},
+ Title = {On the global linear convergence of {F}rank-{W}olfe optimization variants},
+ Year = {2015}}
+
+@article{Verger-Gaugry2005,
+ Author = {Verger-Gaugry, Jean-Louis},
+ Date-Added = {2016-06-30 12:20:26 +0000},
+ Date-Modified = {2016-06-30 12:21:22 +0000},
+ Journal = {Discrete Comput. Geom.},
+ Pages = {143--155},
+ Title = {Covering a ball with smaller equal balls in $\mathbb{R}^n$},
+ Volume = {33},
+ Year = {2005}}
+
+@article{Cesa-Bianchi1999,
+ Author = {Cesa-Bianchi, Nicol\`{o}},
+ Date-Added = {2016-06-29 13:50:21 +0000},
+ Date-Modified = {2016-06-29 13:51:07 +0000},
+ Journal = {J. Comput. Syst. Sci.},
+ Pages = {392--411},
+ Title = {Analysis of two gradient-based algorithms for on-line regression},
+ Volume = {59},
+ Year = {1999}}
+
+@book{Petz2008,
+ Address = {Berlin},
+ Author = {Petz, D\'{e}nes},
+ Date-Added = {2016-06-28 18:01:28 +0000},
+ Date-Modified = {2016-06-28 18:02:10 +0000},
+ Publisher = {Springer},
+ Title = {Quantum Information Theory and Quantum Statistics},
+ Year = {2008}}
+
+@article{Ruskai2002,
+ Author = {Ruskai, Mary Beth},
+ Date-Added = {2016-06-28 17:53:48 +0000},
+ Date-Modified = {2016-06-28 17:54:53 +0000},
+ Journal = {J. Math. Phys.},
+ Number = {9},
+ Pages = {4358--4375},
+ Title = {Inequalities for quantum entropy: A review with conditions for equality},
+ Volume = {43},
+ Year = {2002}}
+
+@article{Borwein2011,
+ Author = {Borwein, Jonathan M. and Reich, Simeon and Sabach, Shoham},
+ Date-Added = {2016-06-28 13:49:55 +0000},
+ Date-Modified = {2016-06-28 13:53:35 +0000},
+ Journal = {J. Nonlinear Convex Anal.},
+ Number = {1},
+ Title = {A characterization of {B}regman firmly nonexpansive operators using a new monotonicity concept},
+ Volume = {12},
+ Year = {2011}}
+
+@article{Bauschke2003,
+ Author = {Bauschke, Heinz H. and Borwein, Jonathan M. and Combettes, Patrick L.},
+ Date-Added = {2016-06-27 17:38:07 +0000},
+ Date-Modified = {2016-06-27 17:40:00 +0000},
+ Journal = {SIAM J. Control Optim.},
+ Number = {2},
+ Pages = {596--636},
+ Title = {{B}regman monotone optimization algorithms},
+ Volume = {42},
+ Year = {2003}}
+
+@article{Kass2016,
+ Author = {Kass, Robert E. and Caffo, Brian S. and Davidian, Marie and Meng, Xiao-Li and Yu, Bin and Reid, Nancy},
+ Date-Added = {2016-06-24 12:01:02 +0000},
+ Date-Modified = {2016-06-24 12:03:26 +0000},
+ Journal = {{PLOS} Comput. Biol.},
+ Number = {6},
+ Title = {Ten simple rules for effective statistical practice},
+ Volume = {12},
+ Year = {2016}}
+
+@article{Tropp2012,
+ Author = {Tropp, Joel A.},
+ Date-Added = {2016-06-23 15:06:53 +0000},
+ Date-Modified = {2016-06-23 15:07:39 +0000},
+ Journal = {Proc. AMS},
+ Number = {5},
+ Pages = {1757--1760},
+ Title = {From joint convexity of quantum relative entropy to a concavity theorem of {L}ieb},
+ Volume = {140},
+ Year = {2012}}
+
+@article{Audenaert2011,
+ Author = {Audenaert, Koenraad M. R. and Eisert, Jens},
+ Date-Added = {2016-06-22 12:39:09 +0000},
+ Date-Modified = {2016-06-22 12:39:53 +0000},
+ Journal = {J. Math. Phys.},
+ Title = {Continuity bounds on the quantum relative entropy --- {II}},
+ Volume = {52},
+ Year = {2011}}
+
+@article{Fedotov2003,
+ Author = {Fedotov, Alexei A. and Harremo\"{e}s, Peter and Tops{\o}e, Flemming},
+ Date-Added = {2016-06-22 12:17:46 +0000},
+ Date-Modified = {2016-06-22 12:19:29 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {6},
+ Pages = {1491--1498},
+ Title = {Refinements of {P}insker's inequality},
+ Volume = {49},
+ Year = {2003}}
+
+@article{Stoltz2005,
+ Author = {Stoltz, Gilles and Lugosi, G\'{a}bor},
+ Date-Added = {2016-06-21 15:37:02 +0000},
+ Date-Modified = {2016-06-21 15:37:47 +0000},
+ Journal = {Mach. Learn.},
+ Pages = {125--159},
+ Title = {Internal regret in on-line portfolio selection},
+ Volume = {59},
+ Year = {2005}}
+
+@article{Orabona2015,
+ Author = {Orabona, Francesco and Crammer, Koby and Cesa-Bianchi, Nicol\`{o}},
+ Date-Added = {2016-06-21 15:20:27 +0000},
+ Date-Modified = {2016-06-21 15:21:22 +0000},
+ Journal = {Mach. Learn.},
+ Pages = {411--435},
+ Title = {A generalized online mirror descent with applications to classification and regression},
+ Volume = {99},
+ Year = {2015}}
+
+@article{TranDinh2014,
+ Author = {Tran Dinh, Quoc and Necoara, Ion and Diehl, Moritz},
+ Date-Added = {2016-06-17 11:38:10 +0000},
+ Date-Modified = {2016-06-17 11:39:11 +0000},
+ Journal = {J. Glob. Optim.},
+ Pages = {59--80},
+ Title = {Path-following gradient-based decomposition algorithms for separable convex optimization},
+ Volume = {59},
+ Year = {2014}}
+
+@article{Hiai1981,
+ Author = {Hiai, Fumio and Ohya, Masanori and Tsukada, Makoto},
+ Date-Added = {2016-06-16 16:51:06 +0000},
+ Date-Modified = {2016-06-16 16:52:46 +0000},
+ Journal = {Pac. J. Math.},
+ Number = {1},
+ Pages = {99--109},
+ Title = {Sufficiency, {KMS} condition and relative entropy in {v}on {N}eumann algebras},
+ Volume = {96},
+ Year = {1981}}
+
+@book{Hiai2014,
+ Address = {Cham},
+ Author = {Hiai, Fumio and Petz, D\'{e}nes},
+ Date-Added = {2016-06-16 16:44:19 +0000},
+ Date-Modified = {2016-06-16 16:46:14 +0000},
+ Publisher = {Springer},
+ Title = {Introduction to Matrix Analysis and Applications},
+ Year = {2014}}
+
+@article{Tsuda2005,
+ Author = {Tsuda, Koji and R\"{a}tsch, Gunnar and Warmuth, Manfred K.},
+ Date-Added = {2016-06-16 14:08:50 +0000},
+ Date-Modified = {2016-06-16 14:09:58 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {995--1018},
+ Title = {Matrix exponentiated gradient updates for on-line learning and {B}regman projection},
+ Volume = {6},
+ Year = {2005}}
+
+@inproceedings{Allen-Zhu2015,
+ Author = {Allen-Zhu, Zeyuan and Liao, Zhenyu and Orecchia, Lorenzo},
+ Booktitle = {Proc. 47th Ann. ACM Symp. Theory of Computing},
+ Date-Added = {2016-06-15 17:23:11 +0000},
+ Date-Modified = {2016-06-15 17:26:25 +0000},
+ Pages = {237--245},
+ Title = {Spectral sparsification and regret minimization beyond matrix multiplicative updates},
+ Year = {2015}}
+
+@article{Hazan2015,
+ Author = {Hazan, Elad and Kale, Satyen},
+ Date-Added = {2016-05-31 16:58:20 +0000},
+ Date-Modified = {2016-05-31 16:59:18 +0000},
+ Journal = {Math. Finance},
+ Number = {2},
+ Pages = {288--310},
+ Title = {An online portfolio selection algorithm with regret logarithmic in price variation},
+ Volume = {25},
+ Year = {2015}}
+
+@inproceedings{Agarwal2006,
+ Author = {Agarwal, Amit and Hazan, Elad and Kale, Satyen and Schapire, Robert E.},
+ Booktitle = {Proc. 23rd Int. Conf. Machine Learning},
+ Date-Added = {2016-05-31 16:40:25 +0000},
+ Date-Modified = {2016-05-31 16:41:53 +0000},
+ Pages = {9 -- 16},
+ Title = {Algorithms for portfolio management based on the {N}ewton method},
+ Year = {2006}}
+
+@inproceedings{Cover1956,
+ Author = {Cover, Thomas M.},
+ Booktitle = {Proc. 37th Ann. Symp. Foundations Computer Science},
+ Date-Added = {2016-05-30 13:38:12 +0000},
+ Date-Modified = {2016-05-30 13:39:06 +0000},
+ Pages = {534--538},
+ Title = {Universal data compression and portfolio selection},
+ Year = {1996}}
+
+@article{Kelly1956,
+ Author = {Kelly, Jr., J. L.},
+ Date-Added = {2016-05-30 13:36:37 +0000},
+ Date-Modified = {2016-05-30 13:37:29 +0000},
+ Journal = {IRE Trans. Inf. Theory},
+ Number = {3},
+ Pages = {185--189},
+ Title = {A new interpretation of information rate},
+ Volume = {2},
+ Year = {1956}}
+
+@article{Shannon1956,
+ Author = {Shannon, Claude E.},
+ Date-Added = {2016-05-29 13:04:15 +0000},
+ Date-Modified = {2016-05-29 13:04:55 +0000},
+ Journal = {IRE Trans. Inf. Theory},
+ Number = {1},
+ Pages = {3},
+ Title = {The bandwagon},
+ Volume = {2},
+ Year = {1956}}
+
+@article{Elias1958,
+ Author = {Elias, Peter},
+ Date-Added = {2016-05-29 13:02:42 +0000},
+ Date-Modified = {2016-05-29 13:04:02 +0000},
+ Journal = {IRE Trans. Inf. Theory},
+ Number = {3},
+ Pages = {99},
+ Title = {Two famous papers},
+ Volume = {4},
+ Year = {1958}}
+
+@article{Arora2016,
+ Author = {Arora, Sanjeev and Kale, Satyen},
+ Date-Added = {2016-05-27 14:27:14 +0000},
+ Date-Modified = {2016-05-27 14:28:03 +0000},
+ Journal = {J. ACM},
+ Number = {2},
+ Title = {A combinatorial, primal-dual approach to semidefinite programs},
+ Volume = {63},
+ Year = {2016}}
+
+@article{Ferrie2016,
+ Author = {Ferrie, Christopher and Blume-Kohout, Robin},
+ Date-Added = {2016-05-26 17:15:32 +0000},
+ Date-Modified = {2016-05-26 17:16:21 +0000},
+ Journal = {Phys. Rev. Lett.},
+ Title = {Minimax quantum tomography: Estimators and relative entropy bounds},
+ Volume = {116},
+ Year = {2016}}
+
+@article{Helmbold1998,
+ Author = {Helmbold, David P. and Shapire, Robert E. and Singer, Yoram and Warmuth, Manfred K.},
+ Date-Added = {2016-05-25 12:53:39 +0000},
+ Date-Modified = {2016-05-25 12:56:49 +0000},
+ Journal = {Math. Finance},
+ Number = {4},
+ Pages = {325--347},
+ Title = {On-line portfolio selection using multiplicative updates},
+ Volume = {8},
+ Year = {1998}}
+
+@article{Pena2004,
+ Author = {de la Pe\~{n}a, Victor H. and Klass, Michael J. and Lai, Tze Leung},
+ Date-Added = {2016-05-23 12:33:03 +0000},
+ Date-Modified = {2016-05-23 12:34:13 +0000},
+ Journal = {Ann. Probab.},
+ Number = {3A},
+ Pages = {1902--1933},
+ Title = {Self-normalized processes: Exponential inequalities, moment bounds and iterated logarithm laws},
+ Volume = {32},
+ Year = {2004}}
+
+@unpublished{Rakhlin2014,
+ Author = {Rakhlin, Alexander and Sridharan, Karthik},
+ Date-Added = {2016-05-20 12:22:05 +0000},
+ Date-Modified = {2016-05-20 12:22:44 +0000},
+ Title = {Statistical Learning and Sequential Prediction},
+ Year = {2014}}
+
+@conference{Bartlett2008,
+ Author = {Bartlett, Peter L. and Dani, Varsha and Hayes, Thomas P. and Kakade, Sham M. and Rakhlin, Alexander and Tewari, Ambuj},
+ Booktitle = {Proc. 21st Ann. Conf. Learning Theory},
+ Date-Added = {2016-05-19 15:28:18 +0000},
+ Date-Modified = {2016-05-19 15:31:36 +0000},
+ Pages = {335--341},
+ Title = {High-probability regret bounds for bandit online linear optimization},
+ Year = {2008}}
+
+@article{Geer1995,
+ Author = {van de Geer, Sara},
+ Date-Added = {2016-05-19 14:41:34 +0000},
+ Date-Modified = {2016-05-19 14:42:23 +0000},
+ Journal = {Ann. Stat.},
+ Number = {5},
+ Pages = {1779--1801},
+ Title = {Exponential inequalities for martingales, with application to maximum likelihood estimation for counting processes},
+ Volume = {23},
+ Year = {1995}}
+
+@unpublished{Rakhlin2016,
+ Author = {Rakhlin, Alexander},
+ Date-Added = {2016-05-18 16:35:12 +0000},
+ Date-Modified = {2016-05-18 16:35:46 +0000},
+ Title = {Some consequences of online no-regret methods},
+ Year = {2016}}
+
+@article{Pena2009b,
+ Author = {de la Pe\~{n}a, Victor H. and Pang, Guodong},
+ Date-Added = {2016-05-18 15:33:26 +0000},
+ Date-Modified = {2016-05-18 15:34:29 +0000},
+ Journal = {Electron. Commun. Probab.},
+ Pages = {372--381},
+ Title = {Exponential inequalities for self-normalized processes with applications},
+ Volume = {14},
+ Year = {2009}}
+
+@book{Bercu2015,
+ Address = {Cham},
+ Author = {Bercu, Bernard and Delyon, Bernard and Rio, Emmanuel},
+ Date-Added = {2016-05-18 15:30:52 +0000},
+ Date-Modified = {2016-05-18 15:31:54 +0000},
+ Publisher = {Springer},
+ Title = {Concentration Inequalities for Sums and Martingales},
+ Year = {2015}}
+
+@article{Pena1999a,
+ Author = {de la Pe\~{n}a, Victor H.},
+ Date-Added = {2016-05-18 14:49:27 +0000},
+ Date-Modified = {2016-05-18 14:50:38 +0000},
+ Journal = {Ann. Probab.},
+ Number = {1},
+ Pages = {537--564},
+ Title = {A general class of exponential inequalities for martingales and ratios},
+ Volume = {27},
+ Year = {1999}}
+
+@article{Freedman1975,
+ Author = {Freedman, David A.},
+ Date-Added = {2016-05-18 13:42:29 +0000},
+ Date-Modified = {2016-05-18 13:43:17 +0000},
+ Journal = {Ann. Probab.},
+ Number = {1},
+ Pages = {100--118},
+ Title = {On tail probabilities for martingales},
+ Volume = {3},
+ Year = {1975}}
+
+@book{Pena2009,
+ Address = {Berlin},
+ Author = {de la Pe\~{n}a, V\'{\i}ctor H. and Lai, Tze Leung and Shao, Qi-Man},
+ Date-Added = {2016-05-17 17:08:32 +0000},
+ Date-Modified = {2016-05-17 17:09:41 +0000},
+ Publisher = {Springer},
+ Title = {Self-Normalized Processes},
+ Year = {2009}}
+
+@article{Cesa-Bianchi2004,
+ Author = {Cesa-Bianchi, Nicol\`{o} and Conconi, Alex and Gentile, Claudio},
+ Date-Added = {2016-05-17 17:06:16 +0000},
+ Date-Modified = {2016-05-17 17:07:19 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {9},
+ Pages = {2050--2057},
+ Title = {On the generalization ability of on-line learning algorithms},
+ Volume = {50},
+ Year = {2004}}
+
+@article{Cesa-Bianchi2008,
+ Author = {Cesa-Bianchi, Nicol\`{o} and Gentile, Claudio},
+ Date-Added = {2016-05-17 17:00:30 +0000},
+ Date-Modified = {2016-05-17 17:01:35 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {1},
+ Pages = {386--390},
+ Title = {Improved risk tail bounds for on-line algorithms},
+ Volume = {54},
+ Year = {2008}}
+
+@inproceedings{Abbasi-Yadkori2011,
+ Author = {Abbasi-{Y}adkori, Yasin and P\'{a}l, D\'{a}vid and Szepesv\'{a}ri, Csaba},
+ Booktitle = {Adv. Neural Information Processing Systems 24},
+ Date-Added = {2016-05-17 16:00:31 +0000},
+ Date-Modified = {2016-05-17 16:01:46 +0000},
+ Title = {Improved algorithms for linear stochastic bandits},
+ Year = {2011}}
+
+@unpublished{Hazan2016,
+ Author = {Hazan, Elad},
+ Date-Added = {2016-05-17 14:09:25 +0000},
+ Date-Modified = {2016-05-17 14:09:59 +0000},
+ Title = {Introduction to online convex optimization},
+ Year = {2016}}
+
+@inproceedings{Garber2013,
+ Author = {Garber, Dan and Hazan, Elad},
+ Booktitle = {IEEE 54th Ann. Symp. Foundations of Computer Science},
+ Date-Added = {2016-05-17 12:42:29 +0000},
+ Date-Modified = {2016-05-17 12:43:49 +0000},
+ Pages = {420--428},
+ Title = {Playing non-linear games with linear oracles},
+ Year = {2013}}
+
+@article{Chen2008,
+ Author = {Chen, Chao-Ping and Qi, Feng},
+ Date-Added = {2016-05-12 18:06:05 +0000},
+ Date-Modified = {2016-05-12 18:07:21 +0000},
+ Journal = {Glob. J. Appl. Math. Math. Sci.},
+ Number = {1},
+ Pages = {41--49},
+ Title = {The best bounds of the $n$-th harmonic number},
+ Volume = {1},
+ Year = {2008}}
+
+@inproceedings{Kakade2008,
+ Author = {Kakade, Sham M. and Tewari, Ambuj},
+ Booktitle = {Adv. Neural Information Processing Systems 21},
+ Date-Added = {2016-05-12 16:04:15 +0000},
+ Date-Modified = {2016-05-12 16:06:20 +0000},
+ Title = {On the generalization ability of online strongly convex programming algorithms},
+ Year = {2008}}
+
+@article{Shalev-Shwartz2011,
+ Author = {Shalev-Shwartz, Shai and Singer, Yoram and Srebro, Nathan and Cotter, Andrew},
+ Date-Added = {2016-05-12 15:37:02 +0000},
+ Date-Modified = {2016-05-12 15:38:15 +0000},
+ Journal = {Math. Program., Ser. B},
+ Pages = {3--30},
+ Title = {{P}egasos: primal estimated sub-gradient solver for {SVM}},
+ Volume = {127},
+ Year = {2011}}
+
+@article{Negahban2015,
+ Author = {Negahban, Sahand and Oh, Sewoong and Shah, Devavrat},
+ Date-Added = {2016-05-12 15:22:13 +0000},
+ Date-Modified = {2016-05-12 15:23:30 +0000},
+ Note = {arXiv:1209.1688v4 [cs.LG]},
+ Title = {{R}ank {C}entrality: Ranking from pair-wise comparisons},
+ Year = {2015}}
+
+@inproceedings{Rajkumar2014,
+ Author = {Rajkumar, Arun and Agarwal, Shivani},
+ Booktitle = {Proc. 31st Int. Conf. Machine Learning},
+ Date-Added = {2016-05-12 14:09:35 +0000},
+ Date-Modified = {2016-05-12 14:11:08 +0000},
+ Pages = {118--126},
+ Title = {A statistical convergence perspective of algorithms for rank aggregation from pairwise data},
+ Year = {2014}}
+
+@article{Bregman1967,
+ Author = {Bregman, L. M.},
+ Date-Added = {2016-05-11 14:30:44 +0000},
+ Date-Modified = {2016-05-11 14:32:01 +0000},
+ Journal = {{USSR} Comput. Math. Math. Phys.},
+ Number = {3},
+ Pages = {200--217},
+ Title = {The relaxation method of finding the common point of convex sets and its application to the solution of problems in convex programming},
+ Volume = {7},
+ Year = {1967}}
+
+@inproceedings{Shalev-Shwartz2008,
+ Author = {Shalev-Shwartz, Shai and Srebro, Nathan},
+ Booktitle = {Proc. 25th Int. Conf. Machine Learning},
+ Date-Added = {2016-05-11 14:03:25 +0000},
+ Date-Modified = {2016-05-11 14:04:23 +0000},
+ Pages = {928--935},
+ Title = {{SVM} optimization: Inverse dependence on training set size},
+ Year = {2008}}
+
+@inproceedings{Koren2013,
+ Author = {Koren, Tomer},
+ Booktitle = {Conf. Learning Theory},
+ Date-Added = {2016-05-10 13:14:44 +0000},
+ Date-Modified = {2016-05-10 13:16:11 +0000},
+ Pages = {1073--1075},
+ Title = {Open problem: Fast stochastic exp-concave optimization},
+ Year = {2013}}
+
+@inproceedings{Grunwald2012,
+ Author = {Gr\"{u}nwald, Peter},
+ Booktitle = {Proc. 25th Ann. Conf. Learning Theory},
+ Date-Added = {2016-05-10 12:07:40 +0000},
+ Date-Modified = {2016-05-10 12:09:39 +0000},
+ Title = {Commentary on ``The optimality of {J}effreys prior for online density estimation and the asymptotic normality of maximum likelihood estimators''},
+ Volume = {7.14--7.17},
+ Year = {2012}}
+
+@inproceedings{Zinkevich2003,
+ Author = {Zinkevich, Martin},
+ Booktitle = {Proc. 20th Int. Conf. Machine Learning},
+ Date-Added = {2016-05-09 12:29:38 +0000},
+ Date-Modified = {2016-05-09 12:30:36 +0000},
+ Title = {Online convex programming and generalized infinitesimal gradient asent},
+ Year = {2003}}
+
+@book{Schapire2012,
+ Address = {Cambridge, MA},
+ Author = {Schapire, Robert E. and Freund, Yoav},
+ Date-Added = {2016-05-04 12:18:28 +0000},
+ Date-Modified = {2016-05-04 12:19:39 +0000},
+ Publisher = {MIT Press},
+ Title = {Boosting},
+ Year = {2012}}
+
+@article{Mukherjee2006,
+ Author = {Mukherjee, Sayan and Niyogi, Partha and Poggio, Tomaso and Rifkin, Ryan},
+ Date-Added = {2016-05-03 16:55:56 +0000},
+ Date-Modified = {2016-05-03 16:57:08 +0000},
+ Journal = {Adv. Comput. Math.},
+ Pages = {161--193},
+ Title = {Learning theory: stability is sufficient for generalization and necessary and sufficient for consistency of empirical risk minimization},
+ Volume = {25},
+ Year = {2006}}
+
+@article{Poggio2004,
+ Author = {Poggio, Tomaso and Rifkin, Ryan and Mukherjee, Sayan and Niyogi, Partha},
+ Date-Added = {2016-05-03 13:38:45 +0000},
+ Date-Modified = {2016-05-03 13:39:50 +0000},
+ Journal = {Nature},
+ Pages = {419--422},
+ Title = {General conditions for predictivity in learning theory},
+ Volume = {428},
+ Year = {2004}}
+
+@article{Cortes1995,
+ Author = {Cortes, Corinna and Vapnik, Vladimir},
+ Date-Added = {2016-05-02 16:16:29 +0000},
+ Date-Modified = {2016-05-02 16:55:50 +0000},
+ Journal = {Mach. Learn.},
+ Pages = {273--297},
+ Title = {Support-vector networks},
+ Volume = {20},
+ Year = {1995}}
+
+@article{Bartlett2002a,
+ Author = {Bartlett, Peter L. and Boucheron, St\'{e}phane and Lugosi, G\'{a}bor},
+ Date-Added = {2016-04-28 16:44:20 +0000},
+ Date-Modified = {2016-04-28 16:45:05 +0000},
+ Journal = {Mach. Learn.},
+ Pages = {85--113},
+ Title = {Model selection and error estimation},
+ Volume = {48},
+ Year = {2002}}
+
+@article{Lugosi1996,
+ Author = {Lugosi, G\'{a}bor and Zeger, Kenneth},
+ Date-Added = {2016-04-28 16:43:17 +0000},
+ Date-Modified = {2016-04-28 16:44:03 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {1},
+ Pages = {48--54},
+ Title = {Concept learning using complexity regularization},
+ Volume = {42},
+ Year = {1996}}
+
+@article{Koltchinskii2001,
+ Author = {Koltchinskii, Vladimir},
+ Date-Added = {2016-04-28 16:41:47 +0000},
+ Date-Modified = {2016-04-28 16:43:04 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {5},
+ Pages = {1902--1914},
+ Read = {0},
+ Title = {{R}ademacher penalties and structural risk minimization},
+ Volume = {47},
+ Year = {2001}}
+
+@article{Roosta-Khorasani2016,
+ Author = {Roosta-Khorasani, Farbod and Mahoney, Michael W.},
+ Date-Added = {2016-04-28 13:48:42 +0000},
+ Date-Modified = {2016-04-28 13:49:47 +0000},
+ Note = {arXiv:1601.04737v3 [math.OC]},
+ Title = {Sub-sampled {N}ewton methods I: Globally convergent algorithms},
+ Year = {2016}}
+
+@article{Dudley1991,
+ Author = {Dudley, R. M. and Gin\'{e}, E. and Zinn, J.},
+ Date-Added = {2016-04-27 15:44:44 +0000},
+ Date-Modified = {2016-04-27 15:46:31 +0000},
+ Journal = {J. Theor. Probab.},
+ Number = {3},
+ Pages = {485--510},
+ Title = {Uniform and universal {G}livenko-Cantelli classes},
+ Volume = {4},
+ Year = {1991}}
+
+@article{Shalev-Shwartz2010,
+ Author = {Shalev-Shwartz, Shai and Shamir, Ohad and Srebro, Nathan and Sridharan, Karthik},
+ Date-Added = {2016-04-26 17:18:45 +0000},
+ Date-Modified = {2016-04-26 17:19:43 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {2635--2670},
+ Title = {Learnability, stability and uniform convergence},
+ Volume = {11},
+ Year = {2010}}
+
+@article{Hoffgen1995,
+ Author = {H\"{o}ffgen, Klaus-U. and Simon, Hans-U.},
+ Date-Added = {2016-04-26 13:53:55 +0000},
+ Date-Modified = {2016-04-26 13:54:56 +0000},
+ Journal = {J. Comput. Syst. Sci.},
+ Pages = {114--125},
+ Title = {Robust trainability of single neurons},
+ Volume = {50},
+ Year = {1995}}
+
+@book{Shalev-Shwarz2014,
+ Address = {Cambridge, UK},
+ Author = {Shalev-Shwartz, Shai and Ben-David, Shai},
+ Date-Added = {2016-04-26 13:38:14 +0000},
+ Date-Modified = {2016-04-29 12:02:37 +0000},
+ Publisher = {Cambridge Univ. Press},
+ Title = {Understanding Machine Learning},
+ Year = {2014}}
+
+@article{Haussler1992,
+ Author = {Haussler, David},
+ Date-Added = {2016-04-25 15:54:05 +0000},
+ Date-Modified = {2016-04-25 15:54:57 +0000},
+ Journal = {Inf. Comput.},
+ Pages = {78--150},
+ Title = {Decision theoretic generalizations of the {PAC} model for neural net and other learning applications},
+ Volume = {100},
+ Year = {1992}}
+
+@article{Valiant1984,
+ Author = {Valiant, L. G.},
+ Date-Added = {2016-04-25 15:33:06 +0000},
+ Date-Modified = {2016-04-25 15:34:14 +0000},
+ Journal = {Commun. ACM},
+ Month = {November},
+ Number = {11},
+ Pages = {1134--1142},
+ Title = {A theory of the learnable},
+ Volume = {27},
+ Year = {1984}}
+
+@unpublished{Jordan2003,
+ Author = {Jordan, Michael I.},
+ Date-Added = {2016-04-25 14:32:50 +0000},
+ Date-Modified = {2016-04-25 14:33:27 +0000},
+ Title = {An introduction to probabilistic graphical models},
+ Year = {2003}}
+
+@inproceedings{Mahdavi2015,
+ Author = {Mahdavi, Mehrdad and Zhang, Lijun and Jin, Rong},
+ Booktitle = {Proc. 28th Conf. Learning Theory},
+ Date-Added = {2016-04-22 15:32:05 +0000},
+ Date-Modified = {2016-04-22 15:33:30 +0000},
+ Pages = {1305--1320},
+ Title = {Lower and upper bounds on the generalization of stochastic exponentially concave optimization},
+ Year = {2015}}
+
+@article{Gower2016,
+ Author = {Gower, Robert M. and Goldfarb, Donald and Richt\'{a}rik, Peter},
+ Date-Added = {2016-04-22 14:09:23 +0000},
+ Date-Modified = {2016-04-22 14:10:37 +0000},
+ Note = {arXiv:1603.09649v1 [math.OC]},
+ Title = {Stochastic block {BFGS}: Sqeezing more curvature out of data},
+ Year = {2016}}
+
+@article{Amari1998,
+ Author = {Amari, Shun-ichi},
+ Date-Added = {2016-04-21 17:37:26 +0000},
+ Date-Modified = {2016-04-21 17:38:38 +0000},
+ Journal = {Neural Comput.},
+ Pages = {251--276},
+ Title = {Natural gradient works efficiently in learning},
+ Volume = {10},
+ Year = {1998}}
+
+@article{Hazan2007,
+ Author = {Hazan, Elad and Agarwal, Amit and Kale, Satyen},
+ Date-Added = {2016-04-20 15:03:16 +0000},
+ Date-Modified = {2016-04-20 15:04:13 +0000},
+ Journal = {Mach. Learn.},
+ Pages = {169--192},
+ Title = {Logarithmic regret algorithms for online convex optimization},
+ Volume = {69},
+ Year = {2007}}
+
+@article{Hazan2014a,
+ Author = {Hazan, Elad and Kale, Satyen},
+ Date-Added = {2016-04-18 15:18:29 +0000},
+ Date-Modified = {2016-04-18 15:19:43 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {2489--2512},
+ Title = {Beyond the regret minimization barrier: Optimal algorithms for stochastic strongly-convex optimization},
+ Volume = {15},
+ Year = {2014}}
+
+@inproceedings{Rakhlin2012,
+ Author = {Rakhlin, Alexander and Shamir, Ohad and Sridharan, Karthik},
+ Booktitle = {Proc. 29th Int. Conf. Machine Learning},
+ Date-Added = {2016-04-18 15:10:20 +0000},
+ Date-Modified = {2016-04-18 15:11:07 +0000},
+ Title = {Making gradient descent optimal for stronly convex stochastic optimization},
+ Year = {2012}}
+
+@inproceedings{Hazan2014,
+ Author = {Hazan, Elad and Koren, Tomer and Levy, Kfir Y.},
+ Booktitle = {Proc. 27th Conf. Learning Theory},
+ Date-Added = {2016-04-18 14:14:29 +0000},
+ Date-Modified = {2016-04-18 14:15:53 +0000},
+ Pages = {197--209},
+ Title = {Logistic regression Tight bounds for stochastic and online optimization},
+ Year = {2014}}
+
+@article{Rigollet2012,
+ Author = {Rigollet, Philippe},
+ Date-Added = {2016-04-15 14:39:24 +0000},
+ Date-Modified = {2016-04-15 14:40:32 +0000},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Pages = {629--665},
+ Title = {{K}ullback-{L}eibler aggregation and misspecified generalized linear models},
+ Volume = {40},
+ Year = {2012}}
+
+@conference{Shalev-Shwartz2009,
+ Author = {Shalev-Shwartz, Shai and Srebro, Nathan},
+ Booktitle = {22nd Ann. Conf. Learning Theory},
+ Date-Added = {2016-04-14 17:26:00 +0000},
+ Date-Modified = {2016-04-14 17:30:31 +0000},
+ Title = {Stochastic convex optimization},
+ Year = {2009}}
+
+@article{Agarwal2016,
+ Author = {Agarwal, Naman and Bullins, Brian and Hazan, Elad},
+ Date-Added = {2016-04-14 13:23:46 +0000},
+ Date-Modified = {2016-04-14 13:24:48 +0000},
+ Note = {arXiv:1602.03943v3 [stat.ML]},
+ Title = {Second order stochastic optimization in linear time},
+ Year = {2016}}
+
+@inproceedings{Erdogdu2015a,
+ Author = {Erdogdu, Murat A.},
+ Booktitle = {Adv. Neural Information Processing Systems 28},
+ Date-Added = {2016-04-14 13:22:55 +0000},
+ Date-Modified = {2016-04-14 13:23:36 +0000},
+ Title = {{N}ewton-{S}tein method: A second order method for {GLM} via {S}tein's lemma},
+ Year = {2015}}
+
+@inproceedings{Erdogdu2015,
+ Author = {Erdogdu, Murat A. and Montanari, Andrea},
+ Booktitle = {Adv. Neural Information Processing Systems 28},
+ Date-Added = {2016-04-14 13:21:27 +0000},
+ Date-Modified = {2016-04-14 13:22:43 +0000},
+ Title = {Convergence rates of sub-sampled {N}ewton methods},
+ Year = {2015}}
+
+@article{Byrd2015,
+ Author = {Byrd, R. H. and Hansen, S. L. and Nocedal, Jorge, and Singer, Y.},
+ Date-Added = {2016-04-14 13:20:08 +0000},
+ Date-Modified = {2016-04-14 13:21:17 +0000},
+ Note = {arXiv:1401.7020v2 [math.OC]},
+ Title = {A stochastic quasi-{N}ewton method for large-scale optimization},
+ Year = {2015}}
+
+@article{Dirksen2015,
+ Author = {Dirksen, Sjoerd},
+ Date-Added = {2016-04-12 14:52:42 +0000},
+ Date-Modified = {2016-04-12 14:53:33 +0000},
+ Journal = {Electron. J. Probab.},
+ Number = {53},
+ Pages = {1--29},
+ Title = {Tail bounds via generic chaining},
+ Volume = {20},
+ Year = {2015}}
+
+@article{Beck2012,
+ Author = {Beck, Amir and Teboulle, Marc},
+ Date-Added = {2016-04-11 16:03:55 +0000},
+ Date-Modified = {2016-04-11 16:05:00 +0000},
+ Journal = {SIAM J. Optim.},
+ Number = {2},
+ Pages = {557--580},
+ Title = {Smoothing and first order methods: A unified framework},
+ Volume = {22},
+ Year = {2012}}
+
+@incollection{McDiarmid1989,
+ Address = {Cambridge, UK},
+ Author = {McDiarmid, Colin},
+ Booktitle = {Surveys in Combinatorics, 1989},
+ Date-Added = {2016-03-03 16:19:28 +0000},
+ Date-Modified = {2016-03-03 16:22:54 +0000},
+ Pages = {148--188},
+ Publisher = {Cambridge Univ. Press},
+ Title = {On the method of bounded differences},
+ Year = {1989}}
+
+@article{Ledoux1989,
+ Author = {Ledoux, M. and Talagrand, M.},
+ Date-Added = {2016-03-02 19:23:28 +0000},
+ Date-Modified = {2016-03-02 19:24:19 +0000},
+ Journal = {Ann. Probab.},
+ Number = {2},
+ Pages = {596--631},
+ Title = {Comparison theorems, random geometry and some limit theorems for empirical processes},
+ Volume = {17},
+ Year = {1989}}
+
+@article{Gine1989,
+ Author = {Gin\'{e}, Evarist and Zinn, Joel},
+ Date-Added = {2016-03-02 17:37:03 +0000},
+ Date-Modified = {2016-03-02 17:38:36 +0000},
+ Journal = {Stat. Sci.},
+ Number = {4},
+ Pages = {355--356},
+ Title = {Comment to ``Asymptotics via empirical processes''},
+ Volume = {4},
+ Year = {1989}}
+
+@article{Pollard1981,
+ Author = {Pollard, David},
+ Date-Added = {2016-03-02 17:32:17 +0000},
+ Date-Modified = {2016-03-02 17:34:17 +0000},
+ Journal = {Z. Wahrscheinlichkeitstheorie verw. Gebiete},
+ Number = {181--195},
+ Title = {Limit theorems for empirical processes},
+ Volume = {57},
+ Year = {1981}}
+
+@article{Bousquet2002b,
+ Author = {Bousquet, Olivier},
+ Date-Added = {2016-03-02 16:42:16 +0000},
+ Date-Modified = {2016-03-02 16:43:21 +0000},
+ Journal = {C. R. Acad. Sci. Paris, Ser. I},
+ Pages = {495--500},
+ Title = {A {B}ennett concentration inequality and its application to suprema of empirical processes},
+ Volume = {334},
+ Year = {2002}}
+
+@article{Agarwal2012a,
+ Author = {Agarwal, Alekh and Negahban, Sahand and Wainwright, Martin J.},
+ Date-Added = {2016-02-29 16:10:15 +0000},
+ Date-Modified = {2016-02-29 16:11:24 +0000},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Pages = {1171--1197},
+ Title = {Noisy matrix decomposition via convex relaxation: Optimal rates in high dimensions},
+ Volume = {40},
+ Year = {2012}}
+
+@article{Rudelson2013,
+ Author = {Rudelson, Mark and Vershynin, Roman},
+ Date-Added = {2016-02-26 17:12:46 +0000},
+ Date-Modified = {2016-02-26 17:13:41 +0000},
+ Journal = {Electron. Commun. Probab.},
+ Number = {82},
+ Pages = {1--9},
+ Title = {{H}anson-{W}right inequality and sub-gaussian concentration},
+ Volume = {18},
+ Year = {2013}}
+
+@article{Hardt2015,
+ Author = {Hardt, Moritz and Recht, Benjamin and Singer, Yoram},
+ Date-Added = {2016-02-26 16:48:00 +0000},
+ Date-Modified = {2016-02-26 16:48:53 +0000},
+ Note = {arXiv:1509.01240v1 [cs.LG]},
+ Title = {Train faster, generalize better: Stability of stochastic gradient descent},
+ Year = {2015}}
+
+@article{Bubeck2015a,
+ Author = {Bubeck, S\'{e}bastien},
+ Date-Added = {2016-02-26 16:44:14 +0000},
+ Date-Modified = {2016-05-23 16:18:17 +0000},
+ Journal = {Found. Trends Mach. Learn.},
+ Number = {3--4},
+ Pages = {231--358},
+ Title = {Convex optimization: Algorithms and complexity},
+ Volume = {8},
+ Year = {2015}}
+
+@article{Latala2016,
+ Author = {Lata{\l}a, Rafal and Strzelecka, Marta},
+ Date-Added = {2016-02-26 16:06:13 +0000},
+ Date-Modified = {2016-02-26 16:10:18 +0000},
+ Journal = {Proc. Amer. Math. Soc.},
+ Title = {Weak and strong moments of $\ell_r$-norms of log-concave vectors},
+ Year = {2016}}
+
+@article{Arora2012,
+ Author = {Arora, Sanjeev and Hazan, Elad and Kale, Satyen},
+ Date-Added = {2016-02-25 16:51:32 +0000},
+ Date-Modified = {2016-02-25 16:52:15 +0000},
+ Journal = {Theory Comput.},
+ Pages = {121--164},
+ Title = {The multiplicative weights update method: A meta-algorithm and applications},
+ Volume = {8},
+ Year = {2012}}
+
+@book{Pena1999,
+ Address = {New York, NY},
+ Author = {de la Pe\~{n}a, V\'{\i}ctor H. and Gin\'{e}, Evarist},
+ Date-Added = {2016-02-25 15:25:08 +0000},
+ Date-Modified = {2016-02-25 15:26:09 +0000},
+ Publisher = {Springer},
+ Title = {Decoupling: From Dependence to Independence},
+ Year = {1999}}
+
+@article{Bobkov2015,
+ Author = {Bobkov, S. G. and Nayar, P. and Tetali, P.},
+ Date-Added = {2016-02-12 19:38:21 +0000},
+ Date-Modified = {2016-02-12 19:39:27 +0000},
+ Note = {arXiv:1506.06174v1 [math.PR]},
+ Title = {Concentration properties of restricted measures with applications to non-{L}ipschitz functions},
+ Year = {2015}}
+
+@article{Rohban2015,
+ Author = {Rohban, Mohammad H. and Motamedvaziri, Delaram and Saligra},
+ Date-Added = {2016-02-12 14:41:53 +0000},
+ Date-Modified = {2016-02-12 14:42:53 +0000},
+ Note = {arXiv:1501.05200v1 [stat.ML]},
+ Title = {Minimax optimal sparse signal recovery with {P}oisson statistics},
+ Year = {2015}}
+
+@article{Bednorz2014,
+ Author = {Bednorz, Witold and Latala, Rafal},
+ Date-Added = {2016-02-07 07:22:37 +0000},
+ Date-Modified = {2016-02-07 07:23:26 +0000},
+ Journal = {Ann. Math.},
+ Pages = {1167--1203},
+ Title = {On the boundedness of {B}ernoulli processes},
+ Volume = {180},
+ Year = {2014}}
+
+@article{Wasserman2011,
+ Author = {Wasserman, Larry},
+ Date-Added = {2016-02-06 17:01:24 +0000},
+ Date-Modified = {2016-02-06 17:02:11 +0000},
+ Journal = {RMM},
+ Pages = {201--209},
+ Title = {Low assumptions, high dimensions},
+ Volume = {2},
+ Year = {2011}}
+
+@article{Birge2005,
+ Author = {Birg\'{e}, Lucien},
+ Date-Added = {2016-02-06 16:54:36 +0000},
+ Date-Modified = {2016-02-06 16:55:29 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {4},
+ Pages = {1611--1615},
+ Title = {A new lower bound for multiple hypothesis testing},
+ Volume = {51},
+ Year = {2005}}
+
+@article{Lempel1976,
+ Author = {Lempel, Abraham and Ziv, Jacob},
+ Date-Added = {2016-02-06 16:37:37 +0000},
+ Date-Modified = {2016-02-06 16:38:36 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {1},
+ Pages = {75--81},
+ Title = {On the complexity of finite sequences},
+ Volume = {IT-22},
+ Year = {1976}}
+
+@article{Breiman2001,
+ Author = {Breiman, Leo},
+ Date-Added = {2016-02-06 02:32:47 +0000},
+ Date-Modified = {2016-02-06 02:33:30 +0000},
+ Journal = {Stat. Sci.},
+ Number = {3},
+ Pages = {199--231},
+ Title = {Statistical modeling: The two cultures},
+ Volume = {16},
+ Year = {2001}}
+
+@inproceedings{Ng2001,
+ Author = {Ng, Andrew Y. and Jordan, Michael I.},
+ Booktitle = {Adv. Neural Information Processing Systems 14},
+ Date-Added = {2016-02-06 02:23:44 +0000},
+ Date-Modified = {2016-02-06 02:25:32 +0000},
+ Title = {On discriminative vs. generative classifiers: A comparison of logistic regression and naive {B}ayes},
+ Year = {2001}}
+
+@article{Breiman1996,
+ Author = {Breiman, Leo},
+ Date-Added = {2016-02-06 01:26:46 +0000},
+ Date-Modified = {2016-02-06 01:27:48 +0000},
+ Journal = {Mach. Learn.},
+ Pages = {123--140},
+ Title = {Bagging predictors},
+ Volume = {24},
+ Year = {1996}}
+
+@inproceedings{Cai2015b,
+ Author = {Cai, Yang and Daskalakis, Constantinos and Papadimitriou, Christos},
+ Booktitle = {Proc. 28th Conf. Learning Theory},
+ Date-Added = {2016-02-05 00:30:30 +0000},
+ Date-Modified = {2016-02-05 00:31:57 +0000},
+ Pages = {280--296},
+ Title = {Optimum statistical estimation with strategic data sources},
+ Year = {2015}}
+
+@article{Fernandez-Delgado2014,
+ Author = {Fern\'{a}ndez-Delgado, Manuel and Cernadas, Eva and Barro, Sen\'{e}n and Amorim, Dinani},
+ Date-Added = {2016-02-04 19:55:00 +0000},
+ Date-Modified = {2016-02-04 19:56:33 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {3133--3181},
+ Title = {Do we need hundreds of classifiers to solve real world classification problems},
+ Volume = {15},
+ Year = {2014}}
+
+@incollection{Schapire2013,
+ Address = {Berlin},
+ Author = {Schapire, Robert},
+ Booktitle = {Empirical Inference},
+ Date-Added = {2016-02-04 19:43:26 +0000},
+ Date-Modified = {2016-02-04 19:44:40 +0000},
+ Pages = {37--52},
+ Publisher = {Springer},
+ Title = {Explaining {A}da{B}oost},
+ Year = {2013}}
+
+@article{Tamo2014,
+ Author = {Tamo, Itzhak and Barg, Alexander},
+ Date-Added = {2016-02-04 02:40:48 +0000},
+ Date-Modified = {2016-02-04 02:41:43 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {8},
+ Pages = {4661--4676},
+ Title = {A family of optimal locally recoverable codes},
+ Volume = {60},
+ Year = {2014}}
+
+@inproceedings{Razaviyayn2015,
+ Author = {Razaviyayn, Meisam and Farnia, Farzan and Tse, David},
+ Booktitle = {Adv. Neural Information Processing Systems 28},
+ Date-Added = {2016-02-03 22:22:48 +0000},
+ Date-Modified = {2016-02-03 22:23:49 +0000},
+ Title = {Discrete {R}\'{e}nyi classifiers},
+ Year = {2015}}
+
+@inproceedings{Hajek2015,
+ Author = {Hajek, Bruce and Wu, Yihong and Xu, Jiaming},
+ Booktitle = {Proc. 28th Conf. Learning Theory},
+ Date-Added = {2016-02-03 22:19:23 +0000},
+ Date-Modified = {2016-02-03 22:21:10 +0000},
+ Pages = {899--928},
+ Title = {Computational lower bounds for community detection on random graphs},
+ Year = {2015}}
+
+@article{Moran2015,
+ Author = {Moran, Shay and Yehudayoff, Amir},
+ Date-Added = {2016-02-03 22:06:31 +0000},
+ Date-Modified = {2016-02-03 22:07:22 +0000},
+ Note = {arXiv:1503.06960v2},
+ Title = {Sample compression schemes for {VC} classes},
+ Year = {2015}}
+
+@article{Ames2011,
+ Author = {Ames, Brendan P. W. and Vavasis, Stephen A.},
+ Date-Added = {2016-02-03 18:02:43 +0000},
+ Date-Modified = {2016-02-03 18:03:34 +0000},
+ Journal = {Math. Program.},
+ Pages = {69--89},
+ Title = {Nuclear norm minimization for the planted clique and biclique problems},
+ Volume = {129},
+ Year = {2011}}
+
+@misc{Vershynin2011,
+ Author = {Vershynin, Roman},
+ Date-Added = {2016-02-03 17:55:01 +0000},
+ Date-Modified = {2016-02-03 17:55:32 +0000},
+ Title = {A simple decoupling inequality in probability theory},
+ Year = {2011}}
+
+@article{Alon1998,
+ Author = {Alon, Noga and Krivelevich, Machael and Sudakov, Benny},
+ Date-Added = {2016-02-03 17:42:34 +0000},
+ Date-Modified = {2016-02-03 17:46:33 +0000},
+ Journal = {Random Struct. Algorithms},
+ Number = {3--4},
+ Pages = {457--466},
+ Title = {Finding a large hidden clique in a random graph},
+ Volume = {13},
+ Year = {1998}}
+
+@article{Dasarathy2016,
+ Author = {Dasarathy, Gautam and Singh, Aarti and Balcan, Maria-Florina and Part, Jong Hyuk},
+ Date-Added = {2016-02-03 01:20:27 +0000},
+ Date-Modified = {2016-02-03 01:22:06 +0000},
+ Note = {arXiv:1602.00354v1 [stat.ML]},
+ Title = {Active learning algorithms for graphical model selection},
+ Year = {2016}}
+
+@article{Keyl2001,
+ Author = {Keyl, M. and Werner, R. F.},
+ Date-Added = {2016-02-02 23:49:07 +0000},
+ Date-Modified = {2016-02-02 23:49:41 +0000},
+ Journal = {Phys. Rev. A},
+ Title = {Estimating the spectrum of a density operator},
+ Volume = {64},
+ Year = {2001}}
+
+@article{Keyl2006,
+ Author = {Keyl, M.},
+ Date-Added = {2016-02-02 23:36:20 +0000},
+ Date-Modified = {2016-02-02 23:37:06 +0000},
+ Journal = {Rep. Math. Phys.},
+ Number = {1},
+ Pages = {19--60},
+ Title = {Quantum state estimation and large deviations},
+ Volume = {18},
+ Year = {2006}}
+
+@article{ODonnell2015,
+ Author = {O'Donnell, Ryan and Wright, John},
+ Date-Added = {2016-02-02 23:25:09 +0000},
+ Date-Modified = {2016-02-02 23:30:09 +0000},
+ Note = {arXiv:1508.01907v2 [quant-ph]},
+ Title = {Efficient quantum tomography},
+ Year = {2015}}
+
+@article{Haah2015,
+ Author = {Haah, Jeongwan and Harrow Aram W. and Ji, Zhengfeng and Wu, Xiaodi and Yu, Nengkun},
+ Date-Added = {2016-02-02 23:23:06 +0000},
+ Date-Modified = {2016-02-02 23:30:17 +0000},
+ Note = {arXiv:1508.01797v1 [quant-ph]},
+ Title = {Sample-optimal tomography of quantum states},
+ Year = {2015}}
+
+@book{Csiszar1981,
+ Address = {New York, NY},
+ Author = {Csisz\'{a}r, Imre and K\"{o}rner, J\'{a}nos},
+ Date-Added = {2016-01-29 17:41:26 +0000},
+ Date-Modified = {2016-01-29 17:42:53 +0000},
+ Publisher = {Academic Press},
+ Title = {Information Theory: Coding Theorems for Discrete Memoryless Systems},
+ Year = {1981}}
+
+@article{Csiszar2004,
+ Author = {Csisz\'{a}r, Imre},
+ Date-Added = {2016-01-29 17:35:02 +0000},
+ Date-Modified = {2016-05-23 16:18:28 +0000},
+ Journal = {Found. Trends Commun. Inf. Theory},
+ Number = {4},
+ Pages = {417--528},
+ Title = {Information theory and statistics: A tutorial},
+ Volume = {1},
+ Year = {2004}}
+
+@book{Cover2006,
+ Address = {Hoboken, NJ},
+ Author = {Cover, Thomas M. and Thomas, Joy A.},
+ Date-Added = {2016-01-29 17:24:01 +0000},
+ Date-Modified = {2016-01-29 17:25:05 +0000},
+ Publisher = {Wiley-Intersci.},
+ Title = {Elements of Information Theory},
+ Year = {2006}}
+
+@article{Scott2010,
+ Author = {Scott, A. J. and Grassl, M.},
+ Date-Added = {2016-01-29 15:45:58 +0000},
+ Date-Modified = {2016-01-29 15:47:04 +0000},
+ Journal = {J. Math. Phys.},
+ Title = {Symmetric informationally complete positive-operator-valued measures: A new computer study},
+ Volume = {51},
+ Year = {2010}}
+
+@article{Kovacevic2008,
+ Author = {Kova\v{c}evi\'{c}, Jelena and Chebira, Amina},
+ Date-Added = {2016-01-28 15:30:58 +0000},
+ Date-Modified = {2016-05-23 16:18:56 +0000},
+ Journal = {Found. Trends Sig. Process.},
+ Number = {1},
+ Pages = {1--94},
+ Title = {An introduction to frames},
+ Volume = {2},
+ Year = {2008}}
+
+@article{Petz2012,
+ Author = {Petz, D\'{e}nes and Ruppert, L\'{a}szl\'{o}},
+ Date-Added = {2016-01-28 13:18:59 +0000},
+ Date-Modified = {2016-01-28 13:20:53 +0000},
+ Journal = {Rep. Math. Phys.},
+ Number = {2},
+ Pages = {161--177},
+ Title = {Efficient quantum tomography needs complementary and symmetric measurements},
+ Volume = {69},
+ Year = {2012}}
+
+@article{Silver2016,
+ Author = {Silver, David and Huang, Aja and Maddison, Chris J. and Guez, Arthur and Sifre, Laurent and van den Driessche, George and Schrittwieser, Julian and Antonoglou, Ioannis and Panneershelvam, Veda and Lanctot, Marc and Dieleman, Sander and Grewe, Dominik and Nham, John and Kalchbrenner, Nal and Sutskever, Ilya and Lillicrap, Timothy and Leach, Madeleine and Kavukcuoglu, Koray and Graepel, Thore and Hassabis, Demis},
+ Date-Added = {2016-01-27 18:40:01 +0000},
+ Date-Modified = {2016-01-27 18:43:43 +0000},
+ Journal = {Nature},
+ Pages = {484--489},
+ Title = {Mastering the game of {G}o with deep neural networks and tree search},
+ Volume = {59},
+ Year = {2016}}
+
+@article{Caves2002,
+ Author = {Caves, Carlton M. and Fuchs, Christopher A. and Schack, R\"{u}diger},
+ Date-Added = {2016-01-27 17:41:35 +0000},
+ Date-Modified = {2016-01-27 17:42:46 +0000},
+ Journal = {J. Math. Phys.},
+ Number = {9},
+ Pages = {4537--4559},
+ Title = {Unknown quantum states: The quantum de {F}inetti representation},
+ Volume = {43},
+ Year = {2002}}
+
+@article{Petz2014,
+ Author = {Petz, D\'{e}nes and Ruppert, L\'{a}szl\'{o} and Sz\'{a}nt\'{o}, Andr\'{a}s},
+ Date-Added = {2016-01-27 17:15:26 +0000},
+ Date-Modified = {2016-01-27 17:16:53 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {1},
+ Pages = {351--356},
+ Title = {Conditional {SIC}-{POVM}s},
+ Volume = {60},
+ Year = {2014}}
+
+@article{Geer2009,
+ Author = {van de Geer, Sara and B\"{u}hlmann, Peter},
+ Date-Added = {2016-01-20 18:31:38 +0000},
+ Date-Modified = {2016-01-20 18:33:00 +0000},
+ Journal = {Electron. J. Stat.},
+ Pages = {1360--1392},
+ Title = {On the conditions used to prove oracle results for the {L}asso},
+ Volume = {3},
+ Year = {2009}}
+
+@book{Talagrand2011,
+ Address = {Berlin},
+ Author = {Talagrand, Michel},
+ Date-Added = {2016-01-18 16:21:46 +0000},
+ Date-Modified = {2016-01-18 16:22:39 +0000},
+ Publisher = {Springer},
+ Title = {Mean Field Models for Spin Glasses Volume 1: Basic Examples},
+ Year = {2011}}
+
+@article{Li2015f,
+ Author = {Li, Yen-Huan and Hsieh, Ya-Ping and Zerbib, Nissim and Cevher, Volkan},
+ Date-Added = {2016-01-11 14:18:45 +0000},
+ Date-Modified = {2016-01-11 14:20:50 +0000},
+ Note = {arXiv:1506.08163 [math.ST]},
+ Title = {A geometric view on constrained {M}-estimators},
+ Year = {2015}}
+
+@incollection{Tropp2015a,
+ Address = {Cham},
+ Author = {Tropp, Joel A.},
+ Booktitle = {Sampling Theory, a Renaissance},
+ Chapter = {2},
+ Date-Added = {2016-01-11 13:41:34 +0000},
+ Date-Modified = {2016-01-11 13:42:47 +0000},
+ Editor = {Pfander, G\"{o}tz E.},
+ Pages = {67--101},
+ Publisher = {Birkh\"{a}user},
+ Title = {Convex recovery of a structured signal from independent random linear measurements},
+ Year = {2015}}
+
+@incollection{Vershynin2015,
+ Address = {Cham},
+ Author = {Vershynin, Roman},
+ Booktitle = {Sampling Theory, a Renaissance},
+ Chapter = {1},
+ Date-Added = {2016-01-11 13:35:04 +0000},
+ Date-Modified = {2016-01-11 13:37:44 +0000},
+ Editor = {Pfander, G\"{o}tz E.},
+ Pages = {3--66},
+ Publisher = {Birkh\"{a}user},
+ Title = {Estimation in high dimensions: A geometric perspective},
+ Year = {2015}}
+
+@article{Boucheron2011,
+ Author = {Boucheron, St\'{e}phane and Massart, Pascal},
+ Date-Added = {2016-01-11 10:32:56 +0000},
+ Date-Modified = {2016-01-11 10:33:53 +0000},
+ Journal = {Probab. Theory Relat. Fields},
+ Pages = {405--433},
+ Title = {A high-dimensional {W}ilks phenomenon},
+ Volume = {150},
+ Year = {2011}}
+
+@article{Bednorz2013,
+ Author = {Bednorz, Witold and Latala, Rafal},
+ Date-Added = {2015-12-18 16:36:54 +0000},
+ Date-Modified = {2015-12-18 16:37:53 +0000},
+ Journal = {C. R. Acad. Sci. Paris, Ser. I},
+ Pages = {131--134},
+ Title = {On the suprema of {B}ernoulli processes},
+ Volume = {351},
+ Year = {2013}}
+
+@article{Koltchinskii2015,
+ Author = {Koltchinskii, Vladimir and Mendelson, Shahar},
+ Date-Added = {2015-12-18 13:29:20 +0000},
+ Date-Modified = {2015-12-18 13:31:47 +0000},
+ Journal = {Int. Math. Res. Not.},
+ Title = {Bounding the smallest singular value of a random matrix without concentration},
+ Year = {2015}}
+
+@inproceedings{Motamedvaziri2014a,
+ Author = {Motamedvaziri, Delaram and Rohban, Mohammad H. and Saligrama, Venkatesh},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech and Signal Processing},
+ Date-Added = {2015-12-17 16:00:41 +0000},
+ Date-Modified = {2015-12-17 16:02:18 +0000},
+ Pages = {4953--4957},
+ Title = {Sparse signal recovery under {P}oisson statistics for online marketing applications},
+ Year = {2014}}
+
+@inproceedings{Yang2015,
+ Author = {Yang, Eunho and Lozano, Aur\'{e}lie C. and Ravikumar, Pradeep},
+ Booktitle = {Adv. Neural Information Processing Systems 28},
+ Date-Added = {2015-12-15 16:55:25 +0000},
+ Date-Modified = {2015-12-15 16:56:16 +0000},
+ Title = {Closed-form estimators for high-dimensional generalized linear model},
+ Year = {2015}}
+
+@inproceedings{Sivakumar2015,
+ Author = {Sivakumar, Vidyashankar and Banerjee, Arindam and Ravikumar, Pradeep},
+ Booktitle = {Adv. Neural Information Processing Systems 28},
+ Date-Added = {2015-12-15 14:47:37 +0000},
+ Date-Modified = {2015-12-15 14:48:39 +0000},
+ Title = {Beyond sub-{G}aussian measurements: High-dimensional estimation with sub-exponential designs},
+ Year = {2015}}
+
+@inproceedings{Hardt2014,
+ Author = {Hardt, Moritz and Ullman, Jonathan},
+ Booktitle = {IEEE 55th Ann. Symp. Foundations of Computer Science},
+ Date-Added = {2015-12-12 15:21:15 +0000},
+ Date-Modified = {2015-12-12 15:22:50 +0000},
+ Pages = {454--463},
+ Title = {Preventing false discovery in interactive data analysis is hard},
+ Year = {2014}}
+
+@article{Belloni2011,
+ Author = {Belloni, A. and Chernozhukov, V. and Wang, L.},
+ Date-Added = {2015-12-10 15:16:21 +0000},
+ Date-Modified = {2016-07-08 12:14:17 +0000},
+ Journal = {Biometrika},
+ Number = {4},
+ Pages = {791--806},
+ Title = {Square-root lasso: pivotal recovery of sparse signals via conic programming},
+ Volume = {98},
+ Year = {2011}}
+
+@article{Vapnik2015,
+ Author = {Vapnik, Vladimir and Izmailov, Rauf},
+ Date-Added = {2015-12-10 14:54:40 +0000},
+ Date-Modified = {2015-12-10 14:55:39 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {2023--2049},
+ Title = {Learning with privileged information: Similarity control and knowledge transfer},
+ Volume = {16},
+ Year = {2015}}
+
+@article{Geer2015a,
+ Author = {van de Geer, Sara},
+ Date-Added = {2015-12-07 20:22:23 +0000},
+ Date-Modified = {2015-12-07 20:23:13 +0000},
+ Note = {arXiv:1512.00677v1 [math.ST]},
+ Title = {On concentration for (regularized) empirical risk minimization},
+ Year = {2015}}
+
+@article{Oymak2015a,
+ Author = {Oymak, Samet and Tropp, Joel A.},
+ Date-Added = {2015-12-02 15:53:55 +0000},
+ Date-Modified = {2015-12-02 15:54:44 +0000},
+ Note = {arXiv:1511.09433v1 [math.PR]},
+ Title = {Universality laws for randomized dimension reduction, with applications},
+ Year = {2015}}
+
+@article{Guler1996,
+ Author = {G\"{u}ler, Osman},
+ Date-Added = {2015-11-30 17:55:29 +0000},
+ Date-Modified = {2015-11-30 17:56:31 +0000},
+ Journal = {Math. Oper. Res.},
+ Number = {4},
+ Pages = {860--885},
+ Title = {Barrier functions in interior point methods},
+ Volume = {21},
+ Year = {1996}}
+
+@article{Baldassarre2015,
+ Author = {Baldassarre, Luca and Li, Yen-Huan and Scarlett, Jonathan and G\"{o}zc\"{u}, Baran and Bogunovic, Ilija and Cevher, Volkan},
+ Date-Added = {2015-11-26 14:19:21 +0000},
+ Date-Modified = {2015-11-26 14:20:39 +0000},
+ Note = {arXiv:1510.06188 [cs.IT]},
+ Title = {Learning-based compressive subsampling},
+ Year = {2015}}
+
+@book{Talagrand2014,
+ Address = {Berlin},
+ Author = {Talagrand, Michel},
+ Date-Added = {2015-11-18 14:14:46 +0000},
+ Date-Modified = {2015-11-18 14:15:40 +0000},
+ Publisher = {Springer},
+ Title = {Upper and Lower Bounds for Stochastic Processes},
+ Year = {2014}}
+
+@article{Morris1982,
+ Author = {Morris, Carl N.},
+ Date-Added = {2015-11-12 17:40:57 +0000},
+ Date-Modified = {2015-11-12 17:41:42 +0000},
+ Journal = {Ann. Stat.},
+ Number = {1},
+ Pages = {65--80},
+ Title = {Natural exponential families with quadratic variance functions},
+ Volume = {10},
+ Year = {1982}}
+
+@incollection{Hradil2004a,
+ Address = {Berlin},
+ Author = {Hradil, Zdenek and Rehacek, Jaroslav and Fiurasek, Jaromir and Jezek, Miroslav},
+ Booktitle = {Quantum State Estimation},
+ Chapter = {3},
+ Date-Added = {2015-11-11 12:54:11 +0000},
+ Date-Modified = {2015-11-11 12:54:52 +0000},
+ Pages = {59--112},
+ Publisher = {Springer},
+ Title = {Maximum-likelihood methods in quantum mechanics},
+ Year = {2004}}
+
+@article{Heinosaari2013,
+ Author = {Heinosaari, Teiko and Mazzarella, Luca and Wolf, Michael M.},
+ Date-Added = {2015-11-11 12:09:16 +0000},
+ Date-Modified = {2015-11-11 12:10:13 +0000},
+ Journal = {Commun. Math. Phys.},
+ Pages = {355--374},
+ Title = {Quantum tomography under prior information},
+ Volume = {318},
+ Year = {2013}}
+
+@article{Attouch2015,
+ Author = {Attouch, Hedy and Peypouquet, Juan},
+ Date-Added = {2015-11-10 17:35:05 +0000},
+ Date-Modified = {2015-11-10 17:36:16 +0000},
+ Note = {arXiv:1510.08740v1 [math.OC]},
+ Title = {The rate of convergence of {N}esterov's accelerated forward-backward method is actually $o ( k^{-2} )$},
+ Year = {2015}}
+
+@inproceedings{Krishnan2015,
+ Author = {Krishnan, Rahul and Lacoste-Julien, Simon and Sontag, David},
+ Booktitle = {Adv. Neural Information Processing Systems 28},
+ Date-Added = {2015-11-10 17:16:42 +0000},
+ Date-Modified = {2015-12-15 15:02:14 +0000},
+ Title = {Barrier {F}rank-{W}olfe for marginal inference},
+ Year = {2015}}
+
+@article{Calinescu2011,
+ Author = {Calinescu, Gruia and Chekuri, Chandra and P\'{a}l, Martin and Vondr\'{a}k, Jan},
+ Date-Added = {2015-11-10 15:30:56 +0000},
+ Date-Modified = {2015-11-10 15:32:01 +0000},
+ Journal = {SIAM J. Comput.},
+ Number = {6},
+ Pages = {1740--1766},
+ Title = {Maximizing a monotone submodular function subject to a matroid constraint},
+ Volume = {40},
+ Year = {2011}}
+
+@article{Loh2014,
+ Author = {Loh, Po-Ling and Wainwright, Martin J.},
+ Date-Added = {2015-11-06 15:10:17 +0000},
+ Date-Modified = {2015-11-06 15:11:05 +0000},
+ Note = {arXiv:1412.5632v1 [math.ST]},
+ Title = {Support recovery without incoherence: A case for nonconvex regularization},
+ Year = {2014}}
+
+@article{Raskutti2010,
+ Author = {Raskutti, Garvesh and Wainwright, Martin J. and Yu, Bin},
+ Date-Added = {2015-11-06 14:25:25 +0000},
+ Date-Modified = {2015-11-06 14:26:10 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {2241--2259},
+ Title = {Restricted eigenvalue properties for correlated {G}aussian designs},
+ Volume = {11},
+ Year = {2010}}
+
+@article{Wang2014d,
+ Author = {Wang, Zhaoran and Liu, Han and Zhang, Tong},
+ Date-Added = {2015-11-06 13:51:41 +0000},
+ Date-Modified = {2015-11-06 13:52:57 +0000},
+ Journal = {Ann. Stat.},
+ Number = {6},
+ Pages = {2164--2201},
+ Title = {Optimal computational and statistical rates of convergence for sparse nonconvex learning problems},
+ Volume = {42},
+ Year = {2014}}
+
+@inproceedings{Maurer2014,
+ Author = {Maurer, Andreas and Pontil, Massimiliano and Romera-Paredes, Bernardino},
+ Booktitle = {Proc. 27th Conf. Learning Theory},
+ Date-Added = {2015-11-06 13:26:31 +0000},
+ Date-Modified = {2015-11-06 13:28:19 +0000},
+ Title = {An inequality with applications to structured sparsity and multitask dictionary learning},
+ Year = {2014}}
+
+@article{Fan2015,
+ Author = {Fan, Jianqing and Liao, Yuan and Liu, Han},
+ Date-Added = {2015-11-06 13:25:17 +0000},
+ Date-Modified = {2015-11-06 13:26:12 +0000},
+ Note = {arXiv:1504.02995v2 [stat.ME]},
+ Title = {An overview on the estimation of large covariance and precision matrices},
+ Year = {2015}}
+
+@inproceedings{Yang2013,
+ Author = {Yang, Eunho and Ravikumar, Pradeep},
+ Booktitle = {Adv. Neural Information Processing Systems 26},
+ Date-Added = {2015-11-06 11:03:19 +0000},
+ Date-Modified = {2015-11-06 11:03:52 +0000},
+ Title = {Dirty statistical models},
+ Year = {2013}}
+
+@inproceedings{Sen2006,
+ Author = {Sen, Pranab},
+ Booktitle = {21st Annu. Conf. Computational Complexity},
+ Date-Added = {2015-11-04 13:49:08 +0000},
+ Date-Modified = {2015-11-04 13:51:07 +0000},
+ Title = {Random measurement bases, quantum state distinction and applications to the hidden subgroup problem},
+ Year = {2006}}
+
+@article{Renes2004,
+ Author = {Renes, Joseph M. and Blume-Kohout, Robin and Scott, A. J. and Caves, Carlton M.},
+ Date-Added = {2015-11-04 13:13:52 +0000},
+ Date-Modified = {2015-11-04 13:15:12 +0000},
+ Journal = {J. Math. Phys.},
+ Number = {6},
+ Pages = {2171--2180},
+ Title = {Symmetric informationally complete quantum measurements},
+ Volume = {45},
+ Year = {2004}}
+
+@article{Kliesch2015,
+ Author = {Kliesch, M. and Kueng, R. and Eisert, J. and Gross, D.},
+ Date-Added = {2015-11-03 13:57:43 +0000},
+ Date-Modified = {2015-11-06 11:05:02 +0000},
+ Note = {arXiv:1511.01513 [cs.IT]},
+ Title = {Improving compressed sensing with the diamond norm},
+ Year = {2015}}
+
+@article{Chatterjee2015c,
+ Author = {Chatterjee, Sourav},
+ Date-Added = {2015-10-30 13:15:39 +0000},
+ Date-Modified = {2015-10-30 13:16:50 +0000},
+ Note = {arXiv:1510.07294v1 [math.ST]},
+ Title = {High dimensional regression and matrix estimation without tuning parameters},
+ Year = {2015}}
+
+@inproceedings{Szegedy2014,
+ Author = {Szegedy, Christian and Zaremba, Wojciech and Sutskever, Ilya and Bruna, Joan and Erhan, Dumitru and Goodfellow, Ian and Fergus, Rob},
+ Booktitle = {Int. Conf. Learning representations},
+ Date-Added = {2015-10-22 15:38:31 +0000},
+ Date-Modified = {2015-10-22 15:40:12 +0000},
+ Title = {Intriguing properties of neural networks},
+ Year = {2014}}
+
+@incollection{Mendelson2014a,
+ Author = {Mendelson, Shahar},
+ Booktitle = {Geometric Aspects of Functional Analysis},
+ Date-Added = {2015-10-22 14:55:36 +0000},
+ Date-Modified = {2015-10-22 15:00:38 +0000},
+ Editor = {Klartag, B. and Milman, E.},
+ Pages = {395--404},
+ Publisher = {Springer},
+ Series = {Lecture Notes in Mathematics},
+ Title = {A remark on the diameter of random sections of convex bodies},
+ Volume = {2116},
+ Year = {2014}}
+
+@article{Lafond2015a,
+ Author = {Lafond, Jean and Wai, Hoi-To and Moulines, Eric},
+ Date-Added = {2015-10-16 10:13:19 +0000},
+ Date-Modified = {2015-10-16 10:14:18 +0000},
+ Note = {arXiv:1510.0117v1 [stat.ML]},
+ Title = {Convergence analysis of a stochastic projection-free algorithm},
+ Year = {2015}}
+
+@article{Wang2015,
+ Author = {Wang, Chu and Wang, Yingfei and E, Weinan and Schapire, Robert},
+ Date-Added = {2015-10-15 12:56:47 +0000},
+ Date-Modified = {2015-10-15 12:57:59 +0000},
+ Note = {arXiv:1510.02558v1 [stat.ML]},
+ Title = {Functional {F}rank-{W}olfe boosting for general loss functions},
+ Year = {2015}}
+
+@article{Levitin1966,
+ Author = {Levitin, E. S. and Polyak, B. T.},
+ Date-Added = {2015-10-15 12:50:59 +0000},
+ Date-Modified = {2015-10-15 12:52:21 +0000},
+ Journal = {{USSR} Comput. Math. Math. Phys.},
+ Number = {5},
+ Pages = {1--50},
+ Title = {Constrained minimization methods},
+ Volume = {6},
+ Year = {1966}}
+
+@article{Guelat1986,
+ Author = {Gu\'{e}lat, Jacques and Marcotte, Patrice},
+ Date-Added = {2015-10-15 12:42:32 +0000},
+ Date-Modified = {2015-10-15 12:43:23 +0000},
+ Journal = {Math. Program.},
+ Pages = {110--119},
+ Title = {Some comments on {W}olfe's `away step'},
+ Volume = {35},
+ Year = {1986}}
+
+@article{Lacoste-Julien2014,
+ Author = {Lacoste-Julien, Simon and Jaggi, Martin},
+ Date-Added = {2015-10-15 12:39:42 +0000},
+ Date-Modified = {2016-06-30 14:41:10 +0000},
+ Note = {arXiv:1312.7864v2 [math.OC]},
+ Title = {An affine invariant linear converegence analysis for {F}rank-{W}olfe algorithms},
+ Year = {2014}}
+
+@article{Chatterjee2015b,
+ Author = {Chatterjee, Sourav and Diaconis, Persi},
+ Date-Added = {2015-10-12 15:39:09 +0000},
+ Date-Modified = {2015-10-12 15:39:45 +0000},
+ Title = {The sample size required in importance sampling},
+ Year = {2015}}
+
+@article{Mousavi2015,
+ Author = {Mousavi, Ali and Patel, Ankit B. and Baraniuk, Richard G.},
+ Date-Added = {2015-10-12 15:21:22 +0000},
+ Date-Modified = {2015-10-12 15:22:25 +0000},
+ Note = {arXiv:1508.04065v1 [cs.LG]},
+ Title = {A deep learning approach to structured signal recovery},
+ Year = {2015}}
+
+@article{Rehacek2001,
+ Author = {\v{R}eh\'{a}\v{c}ek, J and Hradil, Z. and Je\v{z}ek, M.},
+ Date-Added = {2015-06-15 17:12:40 +0000},
+ Date-Modified = {2015-06-15 17:13:41 +0000},
+ Journal = {Phys. Rev. A},
+ Title = {Iterative algorithm for reconstruction of entangled states},
+ Volume = {63},
+ Year = {2001}}
+
+@article{Rehacek2007,
+ Author = {\v{R}eh\'{a}\v{c}ek, Jaroslav and Hradil, Zden\v{e}k and Knill, E. and Lvovsky, A. I.},
+ Date-Added = {2015-06-16 15:45:13 +0000},
+ Date-Modified = {2015-06-16 15:46:12 +0000},
+ Journal = {Phys. Rev. A},
+ Title = {Diluted maximum-likelihood algorithm for quantum tomography},
+ Volume = {75},
+ Year = {2007}}
+
+@inproceedings{Abernethy2009,
+ Author = {Abernethy, Jacob and Agarwal, Alekh and Bartlett, Peter L. and Rakhlin, Alexander},
+ Booktitle = {Conf. Learning Theory},
+ Owner = {yhli},
+ Timestamp = {2014.12.01},
+ Title = {A stochastic view of optimal regret through minimax duality},
+ Year = {2009}}
+
+@article{Abernethy2015,
+ Author = {Abernethy, Jacob and Hazan, Elad},
+ Date-Added = {2015-07-20 15:20:13 +0000},
+ Date-Modified = {2015-07-20 15:21:23 +0000},
+ Note = {arXiv:1507.0528v1 [math.OC]},
+ Title = {Faster convex optimization: Simulated annealing with an efficient universal barrier},
+ Year = {2015}}
+
+@conference{Abernethy2008,
+ Author = {Abernethy, Jacob and Hazan, Elad and Rakhlin, Alexander},
+ Booktitle = {Conf. Learning Theory},
+ Owner = {yhli},
+ Timestamp = {2014.12.18},
+ Title = {Competing in the dark: An efficient algorithm for bandit linear optimization},
+ Year = {2008}}
+
+@article{Adamczak2011,
+ Author = {Adamczak, Rados{\l}aw and Litvak, Alexander E. and Pajor, Alain and Tomczak-Jaegermann, Nicole},
+ Journal = {C. R. Acad. Sci. Paris, Ser. I},
+ Owner = {yhli},
+ Pages = {195--200},
+ Timestamp = {2014.08.19},
+ Title = {Sharp bounds on the rate of convergence of the empirical covariance matrix},
+ Volume = {349},
+ Year = {2011}}
+
+@article{Agarwal2014,
+ Author = {Agarwal, Alekh and Bottou, L\'{e}on},
+ Date-Added = {2015-03-30 15:28:13 +0000},
+ Date-Modified = {2015-03-30 15:29:10 +0000},
+ Note = {arXiv:1410.0723v2 [stat.ML]},
+ Title = {A lower bound for the optimization of finite sums},
+ Year = {2014}}
+
+@article{Agarwal2012,
+ Author = {Agarwal, Alekh and Negahban, Sahand and Wainwright, Martin J.},
+ Date-Added = {2015-03-30 12:45:19 +0000},
+ Date-Modified = {2015-03-30 12:46:43 +0000},
+ Journal = {Ann. Stat.},
+ Number = {5},
+ Pages = {2452--2482},
+ Title = {Fast global convergence of gradient methods for high-dimensional statistical recovery},
+ Volume = {40},
+ Year = {2012}}
+
+@article{Ai2014,
+ Author = {Ai, Albert and Lapanowski, Alex and Plan, Yaniv and Vershynin, Roman},
+ Date-Added = {2015-08-07 10:16:16 +0000},
+ Date-Modified = {2015-08-07 10:17:13 +0000},
+ Journal = {Linear Algebra Appl.},
+ Pages = {222--239},
+ Title = {One-bit compressed sensing with non-{G}aussian measurements},
+ Volume = {441},
+ Year = {2014}}
+
+@inproceedings{Akaike1973,
+ Address = {Budapest},
+ Author = {Akaike, Hirotogu},
+ Booktitle = {Proc. 2nd Int. Sym. Information Theory},
+ Editor = {Petrov, B. N. and Caski, F.},
+ Owner = {yhli},
+ Pages = {267--281},
+ Publisher = {Akademiai Kiado},
+ Timestamp = {2014.07.07},
+ Title = {Information theory and extension of the maximum likelihood principle},
+ Year = {1973}}
+
+@book{Alber2006,
+ Address = {Dordrecht},
+ Author = {Alber, Yakov and Ryazantseva, Irina},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2014.04.11},
+ Title = {Nonlinear ill-posed problems of monotone type},
+ Year = {2006}}
+
+@article{Alizadeh2003,
+ Author = {Alizadeh, F. and Goldfarb, D.},
+ Date-Added = {2015-08-25 15:04:05 +0000},
+ Date-Modified = {2015-08-25 15:05:09 +0000},
+ Journal = {Math. Program., Ser. B},
+ Pages = {3--51},
+ Title = {Second-order cone programming},
+ Volume = {95},
+ Year = {2003}}
+
+@article{Allen-Zhu2014,
+ Author = {Allen-Zhu, Zeyuan and Orecchia, Lorenzo},
+ Note = {arXiv:1407.1537v1 [cs.DS]},
+ Owner = {yhli},
+ Timestamp = {2014.07.24},
+ Title = {A novel, simple interpretation of {N}esterov's accelerated method as a combination of gradient and mirror descent},
+ Year = {2014}}
+
+@article{Amelunxen2014a,
+ Author = {Amelunxen, Dennis and Lotz, Martin and McCoy, Michael B. and Tropp, Joel A.},
+ Journal = {Inf. Inference},
+ Owner = {yhli},
+ Pages = {224--294},
+ Timestamp = {2014.09.11},
+ Title = {Living on the edge: phase transitions in convex programs with random data},
+ Volume = {3},
+ Year = {2014}}
+
+@incollection{Amenta1999,
+ Author = {Amenta, Nina and Ziegler, G\"{u}nter M.},
+ Booktitle = {Advances in Discrete and Computational Geometry},
+ Date-Added = {2015-08-25 13:41:36 +0000},
+ Date-Modified = {2015-08-25 13:44:21 +0000},
+ Pages = {57--90},
+ Publisher = {AMS},
+ Title = {Deformed products and maximal shadows of polytopes},
+ Year = {1999}}
+
+@article{Amini2011,
+ Author = {Amini, Arash and Unser, Michael and Marvasti, Farokh},
+ Journal = {IEEE Trans. Sig. Process.},
+ Number = {11},
+ Owner = {yhli},
+ Pages = {5193--5201},
+ Timestamp = {2014.11.11},
+ Title = {Compressibility of deterministic and random infinite sequences},
+ Volume = {59},
+ Year = {2011}}
+
+@article{Anderson1987,
+ Author = {Anderson, T. W. and Olkin, I. and Underhill, L. G.},
+ Journal = {SIAM J. Sci. Stat. Comput.},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {625--629},
+ Timestamp = {2014.07.22},
+ Title = {Generation of random orthogonal matrices},
+ Volume = {8},
+ Year = {1987}}
+
+@article{Arlot2010,
+ Author = {Arlot, Sylvain and Celisse, Alain},
+ Journal = {Stat. Surv.},
+ Owner = {yhli},
+ Pages = {40--79},
+ Timestamp = {2014.07.10},
+ Title = {A survey of cross-validation procedures for model selection},
+ Volume = {4},
+ Year = {2010}}
+
+@article{Aronszajn1950,
+ Author = {Aronszajn, N.},
+ Journal = {Trans. Amer. Math. Soc.},
+ Owner = {yhli},
+ Pages = {337--404},
+ Timestamp = {2014.08.18},
+ Title = {Theory of reproducing kernels},
+ Volume = {68},
+ Year = {1950}}
+
+@article{Artiles2005,
+ Author = {Artiles, L. M. and Gill, R. D. and Gu\c{t}a, M. I.},
+ Date-Added = {2015-05-22 16:50:19 +0000},
+ Date-Modified = {2015-05-22 16:51:33 +0000},
+ Journal = {J. R. Stat. Soc. B},
+ Pages = {109--134},
+ Title = {An invitation to quantum tomography},
+ Volume = {67},
+ Year = {2005}}
+
+@inproceedings{Ash2008,
+ Author = {Ash, Joshua N. and Moses, Randolph L.},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech and Signal Processing},
+ Date-Added = {2015-07-18 01:17:58 +0000},
+ Date-Modified = {2015-07-18 01:19:35 +0000},
+ Pages = {2289--2292},
+ Title = {On optimal anchor node placement in sensor localization by optimization of subspace principal angles},
+ Year = {2008}}
+
+@article{Asplund1967,
+ Author = {Asplund, Edgar},
+ Journal = {Bull. AMS},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {191--273},
+ Timestamp = {2014.04.16},
+ Title = {Positivity of duality mappings},
+ Volume = {73},
+ Year = {1967}}
+
+@article{Attouch1996,
+ Author = {Attouch, H. and Th{\'{e}}ra, M.},
+ Journal = {J. Convex Anal.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {1--24},
+ Timestamp = {2014.08.26},
+ Title = {A general duality principle for the sum of two operators},
+ Volume = {3},
+ Year = {1996}}
+
+@article{Audibert2007,
+ Author = {Audibert, Jean-Yves and Bousquet, Olivier},
+ Date-Added = {2015-02-19 16:13:29 +0000},
+ Date-Modified = {2015-02-19 16:14:46 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {863--889},
+ Title = {Combining {PAC}-{B}ayesian and generic chaining bounds},
+ Volume = {8},
+ Year = {2007}}
+
+@article{Auslender2006,
+ Author = {Auslender, Alfred and Teboulle, Marc},
+ Journal = {SIAM J. Optim.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {697--725},
+ Timestamp = {2014.11.06},
+ Title = {Interior gradient and proximal methods for convex and conic optimization},
+ Volume = {16},
+ Year = {2006}}
+
+@article{Buhlmann2013,
+ Author = {B\"{u}hlmann, Peter},
+ Journal = {Bernoulli},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1212--1242},
+ Timestamp = {2014.07.28},
+ Title = {Statistical significance in high-dimensional linear models},
+ Volume = {19},
+ Year = {2013}}
+
+@article{Buehlmann2015,
+ Author = {B\"{u}hlmann, Peter and van de Geer, Sara},
+ Date-Modified = {2016-05-23 12:58:52 +0000},
+ Journal = {Electron. J. Stat.},
+ Owner = {yhli},
+ Pages = {1449--1473},
+ Timestamp = {2015.09.14},
+ Title = {High-dimensional inference in misspecified linear models},
+ Volume = {9},
+ Year = {2015}}
+
+@book{Buhlmann2011,
+ Address = {Berlin},
+ Author = {B\"{u}hlmann, Peter and van de Geer, Sara},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2014.01.21},
+ Title = {Statistics for High-Dimensional Data},
+ Year = {2011}}
+
+@article{Bach2014,
+ Author = {Bach, Francis},
+ Date-Added = {2015-06-25 16:36:02 +0000},
+ Date-Modified = {2015-06-25 16:36:55 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {595--627},
+ Title = {Adaptivity of averaged stochastic gradient descent to local strong convexity for logistic regression},
+ Volume = {15},
+ Year = {2014}}
+
+@article{Bach2013a,
+ Author = {Bach, Francis},
+ Journal = {Found. Trends Mach. Learn.},
+ Number = {2--3},
+ Owner = {yhli},
+ Pages = {145--373},
+ Timestamp = {2015.01.27},
+ Title = {Learning with submodular functions: A convex optimization perspective},
+ Volume = {6},
+ Year = {2013}}
+
+@article{Bach2010,
+ Author = {Bach, Francis},
+ Journal = {Electron. J. Stat.},
+ Owner = {yhli},
+ Pages = {384--414},
+ Timestamp = {2014.06.04},
+ Title = {Self-concordant analysis for logistic regression},
+ Volume = {4},
+ Year = {2010}}
+
+@article{Bach2012,
+ Author = {Bach, Francis and Jenatton, Rodolphe and Mairal, Julien and Obozinski, Guillaume},
+ Journal = {Found. Trends Mach. Learn.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {1--106},
+ Timestamp = {2014.09.05},
+ Title = {Optimization with sparsity-inducing penalties},
+ Volume = {4},
+ Year = {2012}}
+
+@article{Bach2012a,
+ Author = {Bach, Francis and Jenatton, Rodolphe and Mairal, Julien and Obozinski, Guillaume},
+ Date-Added = {2015-09-24 14:36:57 +0000},
+ Date-Modified = {2015-09-24 14:37:55 +0000},
+ Journal = {Stat. Sci.},
+ Number = {4},
+ Pages = {450--468},
+ Title = {Structured sparsity through convex optimization},
+ Volume = {27},
+ Year = {2012}}
+
+@unpublished{Bach2013,
+ Author = {Bach, Francis and Moulines, Eric},
+ Month = jan,
+ Note = {hal-00831977, version 1},
+ Owner = {yhli},
+ Timestamp = {2014.04.02},
+ Title = {Non-strongly-convex smooth stochastic approximation with convergence rate ${O}(1/n)$},
+ Year = {2013}}
+
+@inproceedings{Bach2008,
+ Author = {Bach, Francis R.},
+ Booktitle = {Proc. 25th Int. Conf. Machine Learning},
+ Owner = {yhli},
+ Timestamp = {2014.07.11},
+ Title = {{B}olasso: Model consistent {L}asso estimation throught the bootstrap},
+ Year = {2008}}
+
+@article{Bajwa2014,
+ Author = {Bajwa, Waheed U. and Duarte, Marco F. and Calderbank, Robert},
+ Date-Added = {2015-02-25 16:10:56 +0000},
+ Date-Modified = {2015-02-25 16:12:18 +0000},
+ Note = {arXiv:1309.5310 [math.ST]},
+ Title = {Conditioning of random block subdictionaries with applications to block-sparse recovery and regression},
+ Year = {2014}}
+
+@article{Banaszek1999,
+ Author = {Banaszek, K. and D'Ariano, G. M. and Paris, M. G. A. and Sacchi, M. F.},
+ Date-Added = {2015-05-27 15:08:56 +0000},
+ Date-Modified = {2015-05-27 15:09:58 +0000},
+ Journal = {Phys. Rev. A},
+ Title = {Maximum-likelihood estimation of the density matrix},
+ Volume = {61},
+ Year = {1999}}
+
+@conference{Banerjee2006,
+ Author = {Banerjee, Arindam},
+ Booktitle = {Proc. 23rd Int. Conf. Machine Learning},
+ Date-Added = {2015-06-24 15:44:55 +0000},
+ Date-Modified = {2015-06-24 15:45:46 +0000},
+ Pages = {81--88},
+ Title = {On {B}ayesian bounds},
+ Year = {2006}}
+
+@article{Banerjee2015,
+ Author = {Banerjee, Arindam and Chen, Sheng and Fazayeli, Farideh and Sivakumar, Vidyashankar},
+ Date-Added = {2015-05-26 13:02:35 +0000},
+ Date-Modified = {2015-05-26 13:03:44 +0000},
+ Note = {arXiv:1505.02294v1 [stat.ML]},
+ Title = {Estimation with norm regularization},
+ Year = {2015}}
+
+@inproceedings{Banerjee2015a,
+ Author = {Banerjee, Arindam and Chen, Sheng and Sivakumar, Vidyashankar},
+ Booktitle = {Proc. 28th Conf. Learning Theory},
+ Date-Added = {2015-08-07 10:13:19 +0000},
+ Date-Modified = {2015-08-07 10:14:56 +0000},
+ Title = {Open problem: Restricted eigenvalue condition for heavy tailed designs},
+ Year = {2015}}
+
+@article{Baraniuk2010,
+ Author = {Baraniuk, Richard G. and Cevher, Volkan and Duarte, Marco F. and Hegde, Chinmay},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = apr,
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1982--2001},
+ Timestamp = {2014.03.26},
+ Title = {Model-based compressive sensing},
+ Volume = {56},
+ Year = {2010}}
+
+@conference{Duchi2014,
+ Author = {Barber, Rina Foygel and Duchi, John},
+ Booktitle = {53rd IEEE Conf. Decision and Control},
+ Date-Added = {2015-02-26 18:00:08 +0000},
+ Date-Modified = {2015-02-26 18:01:15 +0000},
+ Pages = {1365--1369},
+ Title = {Privacy: A few definitional aspects and consequences for minimax mean-squared error},
+ Year = {2014}}
+
+@book{Barbu2010,
+ Address = {New York, NY},
+ Author = {Barbu, Viorel},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2015.01.12},
+ Title = {Nonlinear differential equations of monotone types in {B}anach spaces},
+ Year = {2010}}
+
+@book{Barbu2012,
+ Address = {Dordrecht},
+ Author = {Barbu, Viorel and Precupanu, Teodor},
+ Edition = {fourth},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2015.01.12},
+ Title = {Convexity and optimization in {B}anach spaces},
+ Year = {2012}}
+
+@article{Barndorff-Nielsen2003,
+ Author = {Barndorff-Nielsen, Ole E. and Gill, Richard D. and Jupp, Peter E.},
+ Date-Added = {2015-05-22 13:09:58 +0000},
+ Date-Modified = {2015-05-22 13:11:01 +0000},
+ Journal = {J. R. Stat. Soc. B},
+ Pages = {775--816},
+ Title = {On quantum statistical inference},
+ Volume = {65},
+ Year = {2003}}
+
+@article{Barron1999,
+ Author = {Barron, Andrew and Birg\'{e}, Lucien and Massart, Pascal},
+ Journal = {Probab. Theory Relat. Fields},
+ Owner = {yhli},
+ Pages = {301--413},
+ Timestamp = {2014.11.27},
+ Title = {Risk bounds for model selection via penalization},
+ Volume = {113},
+ Year = {1999}}
+
+@article{Barron1991,
+ Author = {Barron, Andrew R. and Cover, Thomas M.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = jul,
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1034--1054},
+ Timestamp = {2014.11.26},
+ Title = {Minimum complexity density estimation},
+ Volume = {37},
+ Year = {1991}}
+
+@article{Bartlett2005,
+ Author = {Bartlett, Peter L. and Bousquet, Olivier and Mendelson, Shahar},
+ Journal = {Ann. Stat.},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1497--1537},
+ Timestamp = {2015.01.30},
+ Title = {Local {R}ademacher Complexities},
+ Volume = {33},
+ Year = {2005}}
+
+@article{Bartlett2006,
+ Author = {Bartlett, Peter L. and Jordan, Michael I. and McAuliffe, Jon D.},
+ Date-Modified = {2016-05-23 13:04:28 +0000},
+ Journal = {J. AMS},
+ Month = mar,
+ Number = {473},
+ Owner = {yhli},
+ Pages = {138--156},
+ Timestamp = {2014.07.24},
+ Title = {Convexity, classification, and risk bounds},
+ Volume = {101},
+ Year = {2006}}
+
+@article{Bartlett2002,
+ Author = {Bartlett, Peter L. and Mendelson, Shahar},
+ Date-Modified = {2016-04-26 12:23:07 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Owner = {yhli},
+ Timestamp = {2014.07.02},
+ Title = {{R}ademacher and {G}aussian complexities: Risk bounds and structural results},
+ Volume = {3},
+ Year = {2002}}
+
+@article{Bartlett2012,
+ Author = {Bartlett, Peter L. and Mendelson, Shahar and Neeman, Joseph},
+ Date-Added = {2015-03-11 17:36:48 +0000},
+ Date-Modified = {2015-03-11 17:38:08 +0000},
+ Journal = {Probab. Theory Relat. Fields},
+ Pages = {193--224},
+ Title = {{$\ell_1$}-regularized linear regression: persistence and oracle inequalities},
+ Volume = {154},
+ Year = {2012}}
+
+@book{Bauschke2011,
+ Address = {New York, NY},
+ Author = {Bauschke, Heinz H. and Combettes, Patrick L.},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2014.11.07},
+ Title = {Convex analysis and monotone operator thoery in {H}ilbert spaces},
+ Year = {2011}}
+
+@article{Bean2013,
+ Author = {Bean, Derek and Bickel, Peter J. and El Karoui, Noureddine and Yu, Bin},
+ Date-Added = {2015-02-18 19:41:52 +0000},
+ Date-Modified = {2015-02-18 19:43:20 +0000},
+ Journal = {Proc. Natl. Acad. Sci.},
+ Number = {36},
+ Pages = {14563--14568},
+ Title = {Optimal M-estimation in high dimensional regression},
+ Volume = {110},
+ Year = {2013}}
+
+@article{Beck2009,
+ Author = {Beck, Amir and Teboulle, Marc},
+ Journal = {SIAM J. Imaging Sci.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {183--202},
+ Timestamp = {2014.03.13},
+ Title = {A fast iterative shrinkage-thresholding algorithm for linear inverse problems},
+ Volume = {2},
+ Year = {2009}}
+
+@article{Beck2003,
+ Author = {Beck, Amir and Teboulle, Marc},
+ Journal = {Oper. Res. Lett.},
+ Owner = {yhli},
+ Pages = {167--175},
+ Timestamp = {2014.03.18},
+ Title = {Mirror descent and nonlinear projected subgradient methods for convex optimization},
+ Volume = {31},
+ Year = {2003}}
+
+@article{Belloni2013,
+ Author = {Belloni, Alexandre and Chernozhukov, Victor and Wei, Ying},
+ Month = aug,
+ Note = {arXiv:1304.3996v2 [stat.ME]},
+ Owner = {yhli},
+ Timestamp = {2014.08.13},
+ Title = {Honest confidence regions for a regression parameter in logistic regression with a large number of controls},
+ Year = {2013}}
+
+@article{Ben-Tal2001,
+ Author = {Ben-Tal, Aharon and Margalit, Tamar and Nemirovski, Arkadi},
+ Journal = {SIAM J. Optim.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {79--108},
+ Timestamp = {2014.04.14},
+ Title = {The ordered subsets mirror descent optimization method with applications to tomography},
+ Volume = {12},
+ Year = {2001}}
+
+@inproceedings{Bento2010,
+ Author = {Bento, Jos\'{e} and Ibrahimi, Morteza and Montanari, Andrea},
+ Booktitle = {Adv. Neural Information Processing Systems 23},
+ Date-Added = {2015-08-11 12:02:34 +0000},
+ Date-Modified = {2015-08-11 13:03:36 +0000},
+ Title = {Learning networks of stochastic differential equations},
+ Year = {2010}}
+
+@article{Berg2008,
+ Author = {van den Berg, Ewout and Friedlander, Michael P.},
+ Journal = {SIAM J. Sci. Comput.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {890--912},
+ Timestamp = {2014.07.15},
+ Title = {Probing the {P}areto frontier for basis pursuit solutions},
+ Volume = {31},
+ Year = {2008}}
+
+@inproceedings{Berinde2008,
+ Author = {Berinde, R. and Gilbert, A. C. and Indyk, P. and Karloff, H. and Strauss, M. J.},
+ Booktitle = {46th Annu. Allerton Conf.},
+ Month = sep,
+ Owner = {yhli},
+ Pages = {798--805},
+ Timestamp = {2014.07.01},
+ Title = {Combining geometry and combinatorics: a unified approach to sparse signal recovery},
+ Year = {2008}}
+
+@book{Bertsekas1996,
+ Address = {Belmont, MA},
+ Author = {Bertsekas, Dimitri P.},
+ Date-Added = {2015-09-15 17:53:12 +0000},
+ Date-Modified = {2015-09-15 17:54:10 +0000},
+ Publisher = {Athena Scientific},
+ Title = {Constrained Optimization and {L}agrange Multiplier Methods},
+ Year = {1996}}
+
+@article{Bertsekas1975,
+ Author = {Bertsekas, Dimitri P.},
+ Date-Added = {2015-09-15 17:59:48 +0000},
+ Date-Modified = {2015-09-15 18:00:31 +0000},
+ Journal = {Math. Program.},
+ Pages = {87--99},
+ Title = {Necessary and sufficient conditions for a penalty method to be exact},
+ Volume = {9},
+ Year = {1975}}
+
+@article{Beurling1954,
+ Author = {Beurling, Arne and Livingston, A. E.},
+ Journal = {Ark. Math.},
+ Number = {5},
+ Owner = {yhli},
+ Pages = {405--411},
+ Timestamp = {2015.01.12},
+ Title = {A theorem on duality mappings in {B}anach spaces},
+ Volume = {4},
+ Year = {1954}}
+
+@article{Bhojanapalli2015,
+ Author = {Bhojanapalli, Srinadh and Kyrillidis, Anastasios and Sanghavi, Sujay},
+ Date-Added = {2015-09-15 09:31:11 +0000},
+ Date-Modified = {2015-09-15 09:32:16 +0000},
+ Note = {arXiv:1509.03917v1 [stat.ML]},
+ Title = {Dropping convexity for faster semi-definite optimization},
+ Year = {2015}}
+
+@article{Bickel2009,
+ Author = {Bickel, Peter and Ritov, Ya'acov and Tsybakov, Alexandre B.},
+ Journal = {Ann. Stat.},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1705--1732},
+ Timestamp = {2014.02.14},
+ Title = {Simultaneous analysis of {L}asso and {D}antzig selector},
+ Volume = {37},
+ Year = {2009}}
+
+@article{Bickel2006,
+ Author = {Bickel, Peter J.},
+ Journal = {Test},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {271--344},
+ Timestamp = {2014.07.09},
+ Title = {Regularization in statistics},
+ Volume = {15},
+ Year = {2006}}
+
+@article{Bickel2013,
+ Author = {Bickel, Peter J. and Cai, Mu},
+ Date-Added = {2015-02-20 16:37:23 +0000},
+ Date-Modified = {2015-02-20 16:38:42 +0000},
+ Journal = {J. Stat. Plan. Inference},
+ Pages = {1013--1018},
+ Title = {Discussion of {Sara~van~de~Geer}: Generic chaining and the $L_1$ penalty},
+ Volume = {143},
+ Year = {2013}}
+
+@article{Birge2015,
+ Author = {Birg\'{e}, Lucien},
+ Date-Added = {2015-09-01 14:56:44 +0000},
+ Date-Modified = {2015-09-01 14:58:15 +0000},
+ Journal = {Electron. J. Stat.},
+ Number = {1713--1719},
+ Title = {Discussion of ``Hypothesis testing by convex optimization''},
+ Volume = {9},
+ Year = {2015}}
+
+@article{Birge2006,
+ Author = {Birg\'{e}, Lucien},
+ Date-Added = {2015-09-01 15:42:37 +0000},
+ Date-Modified = {2015-09-01 15:54:18 +0000},
+ Journal = {Ann. Inst. H. Poincar{\'{e}} Probab. Stat.},
+ Pages = {273--325},
+ Title = {Model selection via testing: an alternative to (penalized) maximum likelihood estimators},
+ Volume = {42},
+ Year = {2006}}
+
+@article{Bobkov1998,
+ Author = {Bobkov, S. G. and Ledoux, M.},
+ Journal = {J. Funct. Anal.},
+ Owner = {yhli},
+ Pages = {347--365},
+ Timestamp = {2014.02.11},
+ Title = {On modified logarithmic {S}obolev inequalities for {B}ernoulli and {P}oisson meausres},
+ Volume = {156},
+ Year = {1998}}
+
+@unpublished{Boom2015,
+ Author = {van den Boom, Willem and Dunson, David and Reeves, Galen},
+ Date-Added = {2015-08-28 14:39:47 +0000},
+ Date-Modified = {2015-08-28 14:40:35 +0000},
+ Title = {Quantifying uncertainty in variable selection with unknown error variance},
+ Year = {2015}}
+
+@inbook{Bottou1999,
+ Address = {Cambridge, UK},
+ Author = {Bottou, L\'{e}on},
+ Chapter = {2},
+ Editor = {Saad, David},
+ Owner = {yhli},
+ Pages = {9--42},
+ Publisher = {Cambridge Univ. Press},
+ Timestamp = {2014.07.24},
+ Title = {Online learning and stochastic approximations},
+ Year = {1999}}
+
+@inproceedings{Bottou2010,
+ Author = {Bottou, L\'{e}on},
+ Booktitle = {Proc. COMPSTAT'2010},
+ Owner = {yhli},
+ Pages = {177--186},
+ Timestamp = {2014.07.23},
+ Title = {Large-scale machine learning with stochastic gradient descent},
+ Year = {2010}}
+
+@inproceedings{Bottou2007,
+ Author = {Bottou, L\'{e}on and Bousquet, Olivier},
+ Booktitle = {Adv. Neural Information Processing Systems},
+ Date-Modified = {2015-09-07 16:07:08 +0000},
+ Owner = {yhli},
+ Timestamp = {2014.07.23},
+ Title = {The tradeoffs of large scale learning},
+ Year = {2007}}
+
+@article{Boucheron2005,
+ Author = {Boucheron, St\'{e}phane and Bousquet, Olivier and Lugosi, G\'{a}bor},
+ Journal = {ESAIM: Probab. Stat.},
+ Month = nov,
+ Owner = {yhli},
+ Pages = {323--375},
+ Timestamp = {2014.08.13},
+ Title = {Theory of classification: A survey of some recent advances},
+ Volume = {9},
+ Year = {2005}}
+
+@book{Boucheron2013,
+ Address = {Oxford},
+ Author = {Boucheron, St\'{e}phane and Lugosi, G\'{a}bor and Massart, Pascal},
+ Owner = {yhli},
+ Publisher = {Oxford Univ. Press},
+ Timestamp = {2014.02.11},
+ Title = {Concentration Inequalities: A Nonasymptotic Theory of Independence},
+ Year = {2013}}
+
+@inproceedings{Boufounos2007,
+ Author = {Boufounos, Petros and Duarte, Marco F. and Baraniuk, Richard G.},
+ Booktitle = {IEEE/SP 14th Workshop Statistical Signal Processing},
+ Owner = {yhli},
+ Pages = {299--303},
+ Timestamp = {2014.07.09},
+ Title = {Sparse signal reconstruction from noisy compressive measurements using cross validation},
+ Year = {2007}}
+
+@conference{Bourrier2013,
+ Author = {Bourrier, Anthony and P\'{e}rez, Patrick},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Signal Processing},
+ Date-Added = {2015-03-19 18:44:23 +0000},
+ Date-Modified = {2015-03-19 18:47:11 +0000},
+ Pages = {6024--6028},
+ Title = {Compressive {G}aussian mixture estimation},
+ Year = {2013}}
+
+@phdthesis{Bousquet2002,
+ Author = {Bousquet, Olivier},
+ Owner = {yhli},
+ School = {Ecole Polytechnique},
+ Timestamp = {2014.07.25},
+ Title = {Concentration inequalities and empirical processes theory applied to the analysis of learning algorithms},
+ Year = {2002}}
+
+@article{Bousquet2002a,
+ Author = {Bousquet, Olivier and Elisseeff, Andr\'{e}},
+ Date-Added = {2015-09-07 16:05:59 +0000},
+ Date-Modified = {2016-05-04 14:03:14 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {499--526},
+ Title = {Stability and generalization},
+ Volume = {2},
+ Year = {2002}}
+
+@article{Boyd2007,
+ Author = {Boyd, Stephen and Kim, Seung-Jean and Vandenberghe, Lieven and Hassibi, Arash},
+ Date-Added = {2015-06-26 14:37:08 +0000},
+ Date-Modified = {2015-06-26 14:38:12 +0000},
+ Journal = {Optim. Eng.},
+ Pages = {67--127},
+ Title = {A tutorial on geometric programming},
+ Volume = {8},
+ Year = {2007}}
+
+@article{Boyd2011,
+ Author = {Boyd, Stephen and Parikh, Neal and Chu, Eric and Peleato, Borja and Eckstein, Jonathan},
+ Journal = {Found. Trends Mach. Learn.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {1--122},
+ Timestamp = {2014.11.06},
+ Title = {Distributed optimization and statistical learning via the alternating direction method of multipliers},
+ Volume = {3},
+ Year = {2011}}
+
+@article{Bruning2012,
+ Author = {Br\"{u}ning, E. and M\"{a}kel\"{a}, H. and Messina, A. and Petruccione, F.},
+ Date-Added = {2015-06-17 15:15:25 +0000},
+ Date-Modified = {2015-06-17 15:17:15 +0000},
+ Journal = {J. Mod. Opt.},
+ Number = {1},
+ Pages = {1--20},
+ Title = {Parametrizations of density matrices},
+ Volume = {59},
+ Year = {2012}}
+
+@book{Bradley1977,
+ Address = {Reading, MA},
+ Author = {Bradley, Stephen P. and Hax, Arnoldo C. and Magnanti, Thomas L.},
+ Date-Added = {2015-08-20 16:47:30 +0000},
+ Date-Modified = {2015-08-20 16:49:57 +0000},
+ Publisher = {Addison-Wesley},
+ Title = {Applied Mathematical Programming},
+ Year = {1977}}
+
+@article{Brezis1970,
+ Author = {Brezis, H. and Pazy, A.},
+ Journal = {J. Funct. Anal.},
+ Owner = {yhli},
+ Pages = {237--281},
+ Timestamp = {2014.04.24},
+ Title = {Semigroups of nonlinear contractions on convex sets},
+ Volume = {6},
+ Year = {1970}}
+
+@unpublished{Bruer2014,
+ Author = {Bruer, John J. and Tropp, Joel A. and Cevher, Volkan and Becker, Stephen R.},
+ Note = {submitted for publication},
+ Owner = {yhli},
+ Timestamp = {2014.11.06},
+ Title = {Time-data tradeoffs by smoothing},
+ Year = {2014}}
+
+@inproceedings{Bruer2014a,
+ Author = {Bruer, John J. and Tropp, Joel A. and Cevher, Volkan and Becker, Stephen R.},
+ Booktitle = {Adv. Neural Information Processing Systems},
+ Owner = {yhli},
+ Timestamp = {2014.11.05},
+ Title = {Time-data tradeoffs by aggressive smoothing},
+ Year = {2014}}
+
+@article{Bubeck2012,
+ Author = {Bubeck, S\'{e}bastien and Cesa-Bianchi, Nicol\`{o}},
+ Journal = {Found. Trends Mach. Learn.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {1--122},
+ Timestamp = {2014.11.11},
+ Title = {Regret analysis of stochastic and nonstochastic multi-armed bandit problems},
+ Volume = {5},
+ Year = {2012}}
+
+@article{Bubeck2015,
+ Author = {Bubeck, S\'{e}bastien and Eldan, Ronen},
+ Date-Added = {2015-06-24 12:47:52 +0000},
+ Date-Modified = {2015-06-24 12:48:44 +0000},
+ Note = {arXiv:1312.1578v3 [math.OC]},
+ Title = {The entropic barrier: a simple and optimal universal self-concordant barrier},
+ Year = {2015}}
+
+@article{Bunea2008,
+ Author = {Bunea, Florentina},
+ Date-Modified = {2016-05-23 12:59:03 +0000},
+ Journal = {Electron. J. Stat.},
+ Owner = {yhli},
+ Pages = {1153--1194},
+ Timestamp = {2014.06.10},
+ Title = {Honest variable selection in linear and logistic regression models via $\ell_1$ and $\ell_1 + \ell_2$ penalization},
+ Volume = {2},
+ Year = {2008}}
+
+@article{Cai2015a,
+ Author = {Cai, Jian-Feng and Xu, Weiyu},
+ Date-Modified = {2015-10-01 11:22:57 +0000},
+ Journal = {Inf. Inference},
+ Owner = {yhli},
+ Timestamp = {2015.01.29},
+ Title = {Guarantees of total variation minimization for signal recovery},
+ Year = {2015}}
+
+@article{Cai2016,
+ Author = {Cai, T. Tony and Kim, Donggyu and Wang, Yazhen and Yuan, Ming and Zhou, Harrison H.},
+ Date-Added = {2015-03-12 16:07:10 +0000},
+ Date-Modified = {2016-04-12 16:40:57 +0000},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Pages = {682--712},
+ Title = {Optimal large-scale quantum state tomography with {P}auli measurements},
+ Volume = {44},
+ Year = {2016}}
+
+@article{Cai2014,
+ Author = {Cai, T. Tony and Liang, Tengyuan and Rakhlin, Alexander},
+ Note = {arXiv:1404.4408v2 [math.ST]},
+ Owner = {yhli},
+ Timestamp = {2014.11.17},
+ Title = {Geometrizing local rates of convergence for high-dimensional linear inverse problems},
+ Year = {2014}}
+
+@book{Cameron2013,
+ Address = {New York},
+ Author = {Cameron, A. Colin and Trivedi, Pravin K.},
+ Edition = {second},
+ Owner = {yhli},
+ Publisher = {Cambridge Univ. Press},
+ Timestamp = {2014.09.19},
+ Title = {Regression Analysis of Count Data},
+ Year = {2013}}
+
+@article{Candes2006,
+ Author = {Cand{\`{e}}s, Emmanuel J.},
+ Journal = {Acta Numer.},
+ Month = may,
+ Owner = {yhli},
+ Pages = {257--325},
+ Timestamp = {2014.06.18},
+ Title = {Modern statistical estimation via oracle inequalities},
+ Volume = {15},
+ Year = {2006}}
+
+@article{Candes2015,
+ Author = {Cand{\`{e}}s, Emmanuel J. and Eldar, Yonina C. and Strohmer, Thomas and Voroninski, Vladislav},
+ Date-Added = {2015-09-03 15:34:46 +0000},
+ Date-Modified = {2015-09-03 15:36:13 +0000},
+ Journal = {SIAM Rev.},
+ Number = {2},
+ Pages = {225--251},
+ Title = {Phase retrieval via matrix completion},
+ Volume = {57},
+ Year = {2015}}
+
+@article{Candes2015a,
+ Author = {Cand{\`{e}}s, Emmanuel J. and Li, Xiaodong and Soltanolkotabi, Mahdi},
+ Date-Added = {2015-09-03 15:36:22 +0000},
+ Date-Modified = {2015-09-03 15:37:40 +0000},
+ Journal = {Appl. Comput. Harmon. Anal.},
+ Pages = {277--299},
+ Title = {Phase retrieval from coded diffraction patterns},
+ Volume = {39},
+ Year = {2015}}
+
+@article{Candes2015b,
+ Author = {Cand{\`{e}}s, Emmanuel J. and Li, Xiaodong and Soltanolkotabi, Mahdi},
+ Date-Added = {2015-09-03 15:40:55 +0000},
+ Date-Modified = {2015-09-03 15:41:58 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {4},
+ Pages = {1985--2007},
+ Title = {Phase retrieval via {W}irtinger flow: Theory and algorithms},
+ Volume = {61},
+ Year = {2015}}
+
+@article{Candes2011a,
+ Author = {Cand{\`{e}}s, Emmanuel J. and Plan, Yaniv},
+ Date-Added = {2015-02-25 18:23:43 +0000},
+ Date-Modified = {2015-02-25 18:25:46 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {11},
+ Pages = {7235--7254},
+ Title = {A probabilistic and {RIP}less theory of compressed sensing},
+ Volume = {57},
+ Year = {2011}}
+
+@article{Candes2011b,
+ Author = {Cand{\`{e}}s, Emmanuel J. and Plan, Yaniv},
+ Date-Added = {2015-03-03 12:38:34 +0000},
+ Date-Modified = {2015-03-03 12:39:41 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {4},
+ Pages = {2342--2359},
+ Title = {Tight oracle inequalities for low-rank matrix recovery from a minimal number of noisy random measurements},
+ Volume = {57},
+ Year = {2011}}
+
+@article{Candes2010,
+ Author = {Cand{\`{e}}s, Emmanuel J. and Plan, Yaniv},
+ Date-Added = {2015-09-29 14:02:43 +0000},
+ Date-Modified = {2015-09-29 14:03:52 +0000},
+ Journal = {Proc. IEEE},
+ Number = {6},
+ Pages = {925--936},
+ Title = {Matrix completion with noise},
+ Volume = {98},
+ Year = {2010}}
+
+@article{Candes2013,
+ Author = {Cand{\`{e}}s, Emmanuel J. and Strohmer, Thomas and Voroninski, Vladislav},
+ Date-Added = {2015-09-03 15:39:13 +0000},
+ Date-Modified = {2015-09-03 15:40:26 +0000},
+ Journal = {Commun. Pure Appl. Math.},
+ Pages = {1241--1274},
+ Title = {{P}hase{L}ift: Exact and stable signal recovery from magnitude measurements via convex programming},
+ Volume = {LXVI},
+ Year = {2013}}
+
+@article{Candes2011,
+ Author = {Cand\`{e}s, Emmanuel and Li, Xiaodong and Ma, Yi and Wright, John},
+ Journal = {J. ACM},
+ Month = {may},
+ Number = {3},
+ Owner = {yhli},
+ Timestamp = {2014.07.04},
+ Title = {Robust principal component analysis?},
+ Volume = {58},
+ Year = {2011}}
+
+@article{Candes2009a,
+ Author = {Cand\`{e}s, Emmanuel and Plan, Yaniv},
+ Journal = {Ann. Stat.},
+ Number = {5A},
+ Owner = {yhli},
+ Pages = {2145--2177},
+ Timestamp = {2014.05.12},
+ Title = {Near-ideal model selection by $\ell_1$ minimization},
+ Volume = {37},
+ Year = {2009}}
+
+@article{Candes2009b,
+ Author = {Cand\`{e}s, Emmanuel and Recht, Benjamin},
+ Journal = {Found. Comput. Math.},
+ Owner = {yhli},
+ Pages = {717--772},
+ Timestamp = {2014.07.01},
+ Title = {Exact matrix completion via convex optimization},
+ Volume = {9},
+ Year = {2009}}
+
+@article{Candes2008,
+ Author = {Cand\`{e}s, Emmanuel J.},
+ Journal = {C. R. Acad. Sci. Paris, Ser. I},
+ Owner = {yhli},
+ Pages = {589--592},
+ Timestamp = {2014.02.14},
+ Title = {The restricted isometry property and its implications for compressed sensing},
+ Volume = {346},
+ Year = {2008}}
+
+@article{Candes2013a,
+ Author = {Cand\`{e}s, Emmanuel J. and Eldar, Yonina C. and Strohmer, Thomas and Voroninski, Vladislav},
+ Date-Added = {2015-09-17 16:55:33 +0000},
+ Date-Modified = {2015-09-17 16:56:42 +0000},
+ Journal = {SIAM J. Imaging Sci.},
+ Number = {1},
+ Pages = {199--225},
+ Title = {Phase retrieval via matrix completion},
+ Volume = {6},
+ Year = {2013}}
+
+@article{Candes2009,
+ Author = {Cand\`{e}s, Emmanuel J. and Plan, Yaniv},
+ Journal = {Ann. Stat.},
+ Number = {5A},
+ Owner = {yhli},
+ Pages = {2145--2177},
+ Timestamp = {2014.03.28},
+ Title = {Near-ideal model selection by $\ell_1$ minimization},
+ Volume = {37},
+ Year = {2009}}
+
+@article{Candes2006a,
+ Author = {Cand\`{e}s, Emmanuel J. and Romberg, Justin and Tao, Terence},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = feb,
+ Number = {2},
+ Owner = {yhli},
+ Pages = {489--509},
+ Timestamp = {2014.07.01},
+ Title = {Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information},
+ Volume = {52},
+ Year = {2006}}
+
+@article{Candes2007,
+ Author = {Candes, Emmanuel and Tao, Terence},
+ Journal = {Ann. Stat.},
+ Number = {6},
+ Owner = {yhli},
+ Pages = {2313--2351},
+ Timestamp = {2014.02.14},
+ Title = {The {D}antzig selector: Statistical estimation when $p$ is much larger than $n$},
+ Volume = {35},
+ Year = {2007}}
+
+@article{Candes2005,
+ Author = {Candes, Emmanuel and Tao, Terence},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = dec,
+ Number = {12},
+ Owner = {yhli},
+ Pages = {4203--4215},
+ Timestamp = {2014.07.24},
+ Title = {Decoding by linear programming},
+ Volume = {51},
+ Year = {2005}}
+
+@article{Cao2015,
+ Author = {Cao, Yang and Xie, Yao},
+ Note = {arXiv:1501.06243v2 [stat.ML]},
+ Owner = {yhli},
+ Timestamp = {2015.01.29},
+ Title = {{P}oisson matrix completion},
+ Year = {2015}}
+
+@article{Carlen1991,
+ Author = {Carlen, Eric A.},
+ Journal = {J. Funct. Anal.},
+ Owner = {yhli},
+ Pages = {194--211},
+ Timestamp = {2014.02.13},
+ Title = {Superadditivity of {F}isher's information and logarithmic {S}obolev inequalities},
+ Volume = {101},
+ Year = {1991}}
+
+@conference{Carlson2015,
+ Author = {Carlson, David and Cevher, Volkan and Carin, Lawrence},
+ Booktitle = {Proc. 18th Int. Conf. Artificial Intelligence and Statistics},
+ Owner = {yhli},
+ Timestamp = {2015.01.20},
+ Title = {Stochastic spectral descent for restricted {B}oltzmann machines},
+ Year = {2015}}
+
+@article{Carpentier2015,
+ Author = {Carpentier, Alexandra and Eisert, Jens and Gross, David and Nickl, Richard},
+ Date-Added = {2015-05-19 11:56:57 +0000},
+ Date-Modified = {2015-05-19 11:58:12 +0000},
+ Note = {arXiv:1504.03234v1 [math.ST]},
+ Title = {Uncertainty quantification for matrix compressed sensing and quantum tomography problems},
+ Year = {2015}}
+
+@article{Carson2012,
+ Author = {Carson, William R. and Chen, Minhua and Rodrigues, Miguel R. D. and Calderbank, Robert and Carin, Lawrence},
+ Date-Added = {2015-03-09 22:22:32 +0000},
+ Date-Modified = {2015-03-09 22:23:50 +0000},
+ Journal = {SIAM J. Imaging Sci.},
+ Number = {4},
+ Pages = {1185--1212},
+ Title = {Communications-inspired projection design with application to compressive sensing},
+ Volume = {5},
+ Year = {2012}}
+
+@article{Cauchy1847,
+ Author = {Cauchy, Augustin},
+ Date-Added = {2015-02-20 10:42:55 +0000},
+ Date-Modified = {2015-02-20 16:41:54 +0000},
+ Journal = {C. R. Hebd. S\'{e}ances Acad. Sci.},
+ Month = {Jul.--Dec.},
+ Pages = {536--538},
+ Title = {M\'{e}thode g\'{e}n\'{e}rale pour la r\'{e}solution des syst\`{e}mes d'\'{e}quations simultan\'{e}es},
+ Volume = {25},
+ Year = {1847}}
+
+@book{Cesa-Bianchi2006,
+ Address = {Cambridge, UK},
+ Author = {Cesa-Bianchi, Nicol\`{o} and Lugosi, G\'{a}bor},
+ Owner = {yhli},
+ Publisher = {Cambridge Univ. Press},
+ Timestamp = {2014.07.25},
+ Title = {Prediction, Learning, and Games},
+ Year = {2006}}
+
+@inproceedings{Cevher2009,
+ Author = {Cevher, Volkan},
+ Booktitle = {Adv. Neural Information Processing Systems},
+ Owner = {yhli},
+ Timestamp = {2014.06.10},
+ Title = {Learning with compressible priors},
+ Year = {2009}}
+
+@book{Chafai2012,
+ Address = {Paris},
+ Author = {Chafa\"{\i}, Djalil and Gu\'{e}don, Olivier and Lecu\'{e}, Guillaume and Pajor, Alain},
+ Date-Added = {2015-04-08 14:23:03 +0000},
+ Date-Modified = {2015-04-08 14:33:53 +0000},
+ Publisher = {Soc. Math. Fr.},
+ Series = {Panoramas et Synth\`{e}ses},
+ Title = {Interactions between Compressed Sensing Random Matrices and High Dimensional Geometry},
+ Volume = {37},
+ Year = {2012}}
+
+@article{Chakrabarti2009,
+ Author = {Chakrabarti, Raj and Ghosh, Anisha},
+ Date-Added = {2015-05-27 15:04:16 +0000},
+ Date-Modified = {2015-05-27 15:05:21 +0000},
+ Note = {arXiv:0904.1628v1},
+ Title = {Asymptotic efficiency and finite sample performance of frequentist quantum state estimation},
+ Year = {2009}}
+
+@article{Chambolle2011,
+ Author = {Chambolle, Antonin and Pock, Thomas},
+ Journal = {J. Math. Imaging Vis.},
+ Owner = {yhli},
+ Pages = {120--145},
+ Timestamp = {2014.08.26},
+ Title = {A first-order primal-dual algorithm for convex problems with applications to imaging},
+ Volume = {40},
+ Year = {2011}}
+
+@techreport{Chandar2008,
+ Author = {Chandar, Venkat},
+ Owner = {yhli},
+ Timestamp = {2014.07.02},
+ Title = {A negative result concerning explicit matrices with the restricted isometry property},
+ Year = {2008}}
+
+@article{Chandrasekaran2013,
+ Author = {Chandrasekaran, Venkat and Jordan, Michael I.},
+ Journal = {Proc. Natl. Acad. Sci.},
+ Number = {13},
+ Owner = {yhli},
+ Pages = {E1181--E1190},
+ Timestamp = {2014.07.02},
+ Title = {Computational and statistical tradeoffs via convex relaxation},
+ Volume = {110},
+ Year = {2013}}
+
+@article{Chandrasekaran2012a,
+ Author = {Chandrasekaran, Venkat and Parrilo, Pablo A. and WIllsky, Alan S.},
+ Journal = {Ann. Stat.},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1935--1967},
+ Timestamp = {2015.01.16},
+ Title = {Latent variable graphical model selection via convex optimization},
+ Volume = {40},
+ Year = {2012}}
+
+@article{Chandrasekaran2012,
+ Author = {Chandrasekaran, Venkat and Recht, Benjamin and Parrilo, Pablo A. and Willsky, Alan S.},
+ Journal = {Found. Comput. Math.},
+ Owner = {yhli},
+ Pages = {805--849},
+ Timestamp = {2014.01.29},
+ Title = {The convex geometry of linear inverse problems},
+ Volume = {12},
+ Year = {2012}}
+
+@article{Chandrasekaran2011,
+ Author = {Chandrasekaran, Venkat and Sanghavi, Sujay and Parrilo, Pablo A. and WIllsky, Alan S.},
+ Journal = {SIAM J. Optim.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {572--596},
+ Timestamp = {2014.08.11},
+ Title = {Rank-sparsity incoherence for matrix decomposition},
+ Volume = {21},
+ Year = {2011}}
+
+@article{Chatterjee2015,
+ Author = {Chatterjee, Joumyadeep and Chen, Sheng and Banerjee, Arindam},
+ Date-Added = {2015-03-02 15:10:09 +0000},
+ Date-Modified = {2015-03-02 15:11:16 +0000},
+ Note = {arXiv:1406.5291v3 [stat.ML]},
+ Title = {Generalized {D}antzig selector: Application to the {$k$}-support norm},
+ Year = {2015}}
+
+@article{Chatterjee2014,
+ Author = {Chatterjee, Sourav},
+ Journal = {Ann. Stat.},
+ Number = {6},
+ Owner = {yhli},
+ Pages = {2340--2381},
+ Timestamp = {2015.01.14},
+ Title = {A new perspective on least squares under convex constraint},
+ Volume = {42},
+ Year = {2014}}
+
+@article{Chatterjee2014a,
+ Author = {Chatterjee, Sourav},
+ Date-Added = {2015-03-11 15:36:52 +0000},
+ Date-Modified = {2015-03-11 15:37:41 +0000},
+ Note = {arXiv:1404.1392v1 [math.PR]},
+ Title = {A short survey of {S}tein's method},
+ Year = {2014}}
+
+@article{Chatterjee2014b,
+ Author = {Chatterjee, Sourav},
+ Date-Added = {2015-03-11 17:09:26 +0000},
+ Date-Modified = {2015-03-11 17:10:15 +0000},
+ Note = {arXiv:1303.5817v5 [math.ST]},
+ Title = {Assumptionless consistency of the {L}asso},
+ Year = {2014}}
+
+@article{Chatterjee2015a,
+ Author = {Chatterjee, Sourav and Jafarov, Jafar},
+ Date-Added = {2015-03-11 15:15:24 +0000},
+ Date-Modified = {2015-03-11 15:16:25 +0000},
+ Note = {arXiv:1502.06291v1},
+ Title = {Prediction error of cross-validated {L}asso},
+ Year = {2015}}
+
+@article{Chen2012,
+ Author = {Chen, Badong and Zhao, Songlin and Zhu, Pingping and Pr\'{i}ncipe, Jos\'{e}},
+ Journal = {IEEE Trans. Neural Netw. Learn. Syst.},
+ Month = jan,
+ Number = {1},
+ Owner = {yhli},
+ Pages = {22--32},
+ Timestamp = {2014.06.23},
+ Title = {Quantized kernel least mean square algorithm},
+ Volume = {23},
+ Year = {2012}}
+
+@inproceedings{Chen2012a,
+ Author = {Chen, Chen and Huang, Junzhou},
+ Booktitle = {Adv. Neural Information Processing Systems 25},
+ Date-Added = {2015-09-24 14:58:03 +0000},
+ Date-Modified = {2015-09-24 14:59:02 +0000},
+ Title = {Compressive sensing {MRI} with wavelet tree sparsity},
+ Year = {2012}}
+
+@article{Chen1993,
+ Author = {Chen, Gong and Teboulle, Marc},
+ Journal = {SIAM J. Optim.},
+ Month = aug,
+ Number = {3},
+ Owner = {yhli},
+ Pages = {538--543},
+ Timestamp = {2014.04.23},
+ Title = {Convergence analysis of a proximal-like minimization algorithm using {B}regman functions},
+ Volume = {3},
+ Year = {1993}}
+
+@article{Chen1998,
+ Author = {Chen, Scott Shaobing and Donoho, David L. and Saunders, Michael A.},
+ Journal = {SIAM J. Sci. Comput.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {33--61},
+ Timestamp = {2014.06.27},
+ Title = {Atomic decomposition by basis pursuit},
+ Volume = {20},
+ Year = {1998}}
+
+@unpublished{Cheng2006,
+ Author = {Cheng, Steve},
+ Owner = {yhli},
+ Timestamp = {2014.09.23},
+ Title = {Multi-linear maps and {T}aylor's theorem in higher dimensions},
+ Url = {http://www.gold-saucer.org/math/},
+ Year = {2006},
+ Bdsk-Url-1 = {http://www.gold-saucer.org/math/}}
+
+@article{Chernoff1981,
+ Author = {Chernoff, Herman},
+ Journal = {Ann. Probab.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {533--535},
+ Timestamp = {2014.02.13},
+ Title = {A note on an inequality involving the normal distribution},
+ Volume = {9},
+ Year = {1981}}
+
+@book{Chidume2009,
+ Address = {London},
+ Author = {Chidume, Charles},
+ Owner = {yhli},
+ Publisher = {Springer-Verlag},
+ Timestamp = {2014.04.11},
+ Title = {Geometric properties of {B}anach spaces and nonlinear iterations},
+ Year = {2009}}
+
+@article{Chrisdandl2012,
+ Author = {Christandl, Matthias and Renner, Renato},
+ Date-Added = {2015-05-22 15:58:58 +0000},
+ Date-Modified = {2015-05-22 15:59:43 +0000},
+ Journal = {Phys. Rev. Lett.},
+ Title = {Reliable quantum state tomography},
+ Volume = {109},
+ Year = {2012}}
+
+@book{Cioranescu1990,
+ Address = {Dordrecht},
+ Author = {Cioranescu, Ioana},
+ Owner = {yhli},
+ Publisher = {Kluwer Acad. Publ.},
+ Timestamp = {2014.04.24},
+ Title = {Geometry of {B}anach spaces, duality mappings and nonlinear problems},
+ Year = {1990}}
+
+@article{Clemenccon2008,
+ Author = {Cl\'{e}men\c{c}on, St\'{e}phan and Lugosi, G\'{a}bor and Vayatis, Nicolas},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {844--874},
+ Timestamp = {2014.03.13},
+ Title = {Ranking and empirical minimization of {U}-statistics},
+ Volume = {36},
+ Year = {2008}}
+
+@article{Cohen2008,
+ Author = {Cohen, Albert and Dahmen, Wolfgang and DeVore, Ronald},
+ Date-Added = {2015-07-27 14:32:55 +0000},
+ Date-Modified = {2016-05-23 13:04:12 +0000},
+ Journal = {J. AMS},
+ Number = {1},
+ Pages = {211--231},
+ Title = {Compressed sensing and best $k$-term approximation},
+ Volume = {22},
+ Year = {2008}}
+
+@incollection{Combettes2011,
+ Address = {New York, NY},
+ Author = {Combettes, Patrick L. and Pesquet, Jean-Christophe},
+ Booktitle = {Fixed-Point Algorithms for Inverse Problems in Science and Engineering},
+ Chapter = {10},
+ Editor = {Bauschke, Heinz and Burachik, Regina S. and Combettes, Patrick and Elser, Veit and Luck, D. Russell and Wolkowicz, Henry},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2014.11.13},
+ Title = {Proximal splitting methods in signal processing},
+ Year = {2011}}
+
+@article{Corless1996,
+ Author = {Corless, R. M. and Gonnet, G. H. and Hare, D. E. G. and Jeffrey, D. J. and Knuth, D. E.},
+ Journal = {Adv. Comput. Math.},
+ Owner = {yhli},
+ Pages = {329--359},
+ Timestamp = {2014.08.25},
+ Title = {On the {L}ambert {$W$} function},
+ Volume = {5},
+ Year = {1996}}
+
+@article{Cox2014,
+ Author = {Cox, Bruce and Juditsky, Anatoli and Nemirovski, Arkadi},
+ Date-Added = {2015-06-06 16:07:43 +0000},
+ Date-Modified = {2015-06-06 16:08:57 +0000},
+ Journal = {Math. Program., Ser. B},
+ Pages = {143--180},
+ Title = {Dual subgradient algorithms for large-scale nonsmooth learning problems},
+ Volume = {148},
+ Year = {2014}}
+
+@techreport{Cramer2002,
+ Author = {Cramer, J. S.},
+ Date-Added = {2015-03-04 12:01:46 +0000},
+ Date-Modified = {2015-03-04 12:03:07 +0000},
+ Institution = {Tinbergen Institute},
+ Title = {The origins of logistic regression},
+ Type = {{TI} 2002-119/4},
+ Year = {2002}}
+
+@article{DAriano2003,
+ Author = {D'Ariano, G. Mauro and Paris, Matteo G. A. and Sacchi, Massimiliano F.},
+ Date-Added = {2015-05-22 12:46:27 +0000},
+ Date-Modified = {2015-05-22 13:09:33 +0000},
+ Journal = {Adv. Imaging Electron Phys.},
+ Pages = {205--308},
+ Title = {Quantum tomography},
+ Volume = {128},
+ Year = {2003}}
+
+@article{Davenport2015,
+ Author = {Davenport, Mark A. and Massimino, Andrew K. and Needell, Deanna and Woolf, Tina},
+ Note = {arXiv:1506.05889v1 [cs.IT]},
+ Owner = {yhli},
+ Timestamp = {2015.09.12},
+ Title = {Constrained adaptive sensing},
+ Year = {2015}}
+
+@article{Davenport2014,
+ Author = {Davenport, Mark A. and Plan, Yaniv and van den Berg, Ewout and Wootters, Mary},
+ Journal = {Inf. Inference},
+ Owner = {yhli},
+ Pages = {189--223},
+ Timestamp = {2014.09.11},
+ Title = {1-Bit matrix completion},
+ Volume = {3},
+ Year = {2014}}
+
+@incollection{Davidson2001,
+ Address = {Amsterdam},
+ Author = {Davidson, Kenneth R. and Szarek, Stanislaw J.},
+ Booktitle = {Handbook of the Geometry of {B}anach Spaces},
+ Chapter = {8},
+ Editor = {Johnson, W. B. and Lindenstrauss, J.},
+ Owner = {yhli},
+ Pages = {317--366},
+ Publisher = {Elsevier},
+ Timestamp = {2014.07.24},
+ Title = {Local operator theory, random matrices and {B}anach spaces},
+ Volume = {1},
+ Year = {2001}}
+
+@article{Maio2010,
+ Author = {De Maio, Antonio and Kay, Steven M. and Farina, Alfonso},
+ Date-Added = {2015-06-19 12:25:08 +0000},
+ Date-Modified = {2015-06-19 12:26:25 +0000},
+ Journal = {IEEE Trans. Sig. Process.},
+ Number = {4},
+ Pages = {1967--1979},
+ Title = {On the invariance, coincidence, and statistical equivalence of the {GLRT}, {R}ao test, and {W}ald test},
+ Volume = {58},
+ Year = {2010}}
+
+@article{Decatur1999,
+ Author = {Decatur, Scott E. and Goldreich, Oded and Ron, Dana},
+ Journal = {SIAM J. Comput.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {854--879},
+ Timestamp = {2014.07.24},
+ Title = {Computational sample complexity},
+ Volume = {29},
+ Year = {1999}}
+
+@article{Dempster1972,
+ Author = {Dempster, A. P.},
+ Journal = {Biom.},
+ Month = mar,
+ Number = {1},
+ Owner = {yhli},
+ Pages = {157--175},
+ Timestamp = {2014.06.25},
+ Title = {Covariance selection},
+ Volume = {28},
+ Year = {1972}}
+
+@article{Devolder2013,
+ Author = {Devolder, Olivier and Glineur, Francois and Nesterov, Yurii},
+ Journal = {Math. Program., Ser. A},
+ Month = jun,
+ Owner = {yhli},
+ Timestamp = {2014.03.13},
+ Title = {First-order mmethod of smooth convex optimization with inexact oracle},
+ Year = {2013}}
+
+@book{Devroye1996,
+ Address = {New York},
+ Author = {Devroye, Luc and Gy\"{o}rfi, L\'{a}szl\'{o} and Lugosi, G\'{a}bor},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.07.25},
+ Title = {A Probabilistic Theory of Pattern Recognition},
+ Year = {1996}}
+
+@article{Dey2006,
+ Author = {Dey, Nicolas and Blanc-Feraud, Laure and Zimmer, Christophe and Roux, Pascal and Kam, Zvi and Olivo-Marin, Jean-Christophe and Zerubia, Josiane},
+ Date-Added = {2015-06-10 18:16:55 +0000},
+ Date-Modified = {2015-06-10 18:19:12 +0000},
+ Journal = {Microsc. Res. Tech.},
+ Pages = {260--266},
+ Title = {{R}ichardson-{L}ucy algorithm with total variation regularization for {3D} confocal microscope deconvolution},
+ Volume = {69},
+ Year = {2006}}
+
+@article{Ding2015,
+ Author = {Ding, Jie and Noshad, Mohammad and Tarokh, Vahid},
+ Date-Added = {2015-06-19 12:48:21 +0000},
+ Date-Modified = {2015-06-19 12:49:13 +0000},
+ Note = {arXiv:1506.02107v1 [stat.ML]},
+ Title = {Data-driven learning of the number of states in multi-state autoregressive models},
+ Year = {2015}}
+
+@unpublished{Ding2015a,
+ Author = {Ding, Jie and Noshad, Mohammad and Tarokh, Vahid},
+ Date-Added = {2015-06-19 13:02:22 +0000},
+ Date-Modified = {2015-06-19 13:03:14 +0000},
+ Title = {Learning the number of autoregressive mixtures in a time-series using the {G}ap statistics},
+ Year = {2015}}
+
+@article{Dohono2006,
+ Author = {Dohono, David L.},
+ Journal = {Commun. Pure Appl. Math.},
+ Owner = {yhli},
+ Pages = {797--829},
+ Timestamp = {2014.07.24},
+ Title = {For most large underdetermined systems of linear equations the minimal $\ell_1$-norm solution is also the sparsest solution},
+ Volume = {LIX},
+ Year = {2006}}
+
+@inproceedings{Donoho2011,
+ Author = {Donoho, David and Johnstone, Iain and Maleki, Arian and Montanari, Andrea},
+ Booktitle = {IEEE Int. Symp. Information Theory Proc.},
+ Date-Added = {2015-07-27 14:38:30 +0000},
+ Date-Modified = {2015-07-27 14:40:01 +0000},
+ Pages = {129--133},
+ Title = {Compressed sensing over $ell^p$-balls: Minimax mean square error},
+ Year = {2011}}
+
+@article{Donoho2009,
+ Author = {Donoho, David and Tanner, Jared},
+ Journal = {Phil. Trans. R. Soc. A},
+ Owner = {yhli},
+ Pages = {4273--4293},
+ Timestamp = {2014.07.30},
+ Title = {Observed universality of phase transitions in high-dimensional geometry, with implications for modern data analysis and signal processing},
+ Volume = {367},
+ Year = {2009}}
+
+@article{Donoho2006,
+ Author = {Donoho, David L.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = apr,
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1289--1306},
+ Timestamp = {2014.07.30},
+ Title = {Compressed sensing},
+ Volume = {52},
+ Year = {2006}}
+
+@article{Donoho2006a,
+ Author = {Donoho, David L.},
+ Journal = {Discrete Comput. Geom.},
+ Owner = {yhli},
+ Pages = {617--652},
+ Timestamp = {2014.07.30},
+ Title = {High-dimensional centrally symmetric polytopes with neighborliness proportional to dimension},
+ Volume = {35},
+ Year = {2006}}
+
+@article{Donoho2004,
+ Author = {Donoho, David L.},
+ Owner = {yhli},
+ Timestamp = {2014.07.30},
+ Title = {Neighborly polytopes and sparse solution of underdetermined linear equations},
+ Url = {http://statweb.stanford.edu/~donoho/reports.html#2005},
+ Year = {2004},
+ Bdsk-Url-1 = {http://statweb.stanford.edu/~donoho/reports.html#2005}}
+
+@unpublished{Donoho2000,
+ Author = {Donoho, David L.},
+ Date-Added = {2015-08-31 10:10:23 +0000},
+ Date-Modified = {2015-08-31 10:11:23 +0000},
+ Title = {High-dimensional data analysis: The curses and blessings of dimensionality},
+ Year = {2000}}
+
+@article{Donoho1995,
+ Author = {Donoho, David L.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = may,
+ Number = {3},
+ Owner = {yhli},
+ Pages = {613--627},
+ Timestamp = {2015.01.14},
+ Title = {De-noising by soft-thresholding},
+ Volume = {41},
+ Year = {1995}}
+
+@unpublished{Donoho,
+ Author = {Donoho, David L.},
+ Date-Added = {2015-09-01 16:33:36 +0000},
+ Date-Modified = {2015-09-01 16:36:52 +0000},
+ Title = {Geometrizing rates of convergence {I}},
+ Year = {1987}}
+
+@article{Donoho2001,
+ Author = {Donoho, David L. and Huo, Xiaoming},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = nov,
+ Number = {7},
+ Owner = {yhli},
+ Pages = {2845--2862},
+ Timestamp = {2014.07.21},
+ Title = {Uncertainty principles and ideal atomic decomposition},
+ Volume = {47},
+ Year = {2001}}
+
+@article{Donoho1994,
+ Author = {Donoho, David L. and Johnstone, Iain M.},
+ Date-Added = {2015-04-08 13:22:31 +0000},
+ Date-Modified = {2015-04-08 13:23:37 +0000},
+ Journal = {Probab. Theory Relat. Fields},
+ Pages = {277--303},
+ Title = {Minimax risk over $\ell_p$-balls for $\ell_q$-error},
+ Volume = {99},
+ Year = {1994}}
+
+@article{Donoho1989,
+ Author = {Donoho, David L. and Stark, Philip B.},
+ Journal = {SIAM J. Appl. Math.},
+ Month = jun,
+ Number = {3},
+ Owner = {yhli},
+ Pages = {906--931},
+ Timestamp = {2014.07.21},
+ Title = {Uncertainty principles and signal recovery},
+ Volume = {49},
+ Year = {1989}}
+
+@article{Donoho2010,
+ Author = {Donoho, David L. and Tanner, Jared},
+ Journal = {Proc. IEEE},
+ Month = jun,
+ Number = {6},
+ Owner = {yhli},
+ Pages = {913--924},
+ Timestamp = {2014.07.30},
+ Title = {Precise undersampling theorems},
+ Volume = {98},
+ Year = {2010}}
+
+@article{Donoho2009a,
+ Author = {Donoho, David L. and Tanner, Jared},
+ Date-Modified = {2016-05-23 13:04:20 +0000},
+ Journal = {J. AMS},
+ Month = jan,
+ Number = {1},
+ Owner = {yhli},
+ Pages = {1--53},
+ Timestamp = {2014.07.30},
+ Title = {Counting faces of randomly projected polytopes when the projection radically lowers dimension},
+ Volume = {22},
+ Year = {2009}}
+
+@article{Donoho2005,
+ Author = {Donoho, David L. and Tanner, Jared},
+ Date-Modified = {2016-05-23 13:05:46 +0000},
+ Journal = {Proc. Natl. Acad. Sci.},
+ Month = jul,
+ Number = {27},
+ Owner = {yhli},
+ Pages = {9446--9451},
+ Timestamp = {2014.07.31},
+ Title = {Sparse nonnegative solution of underdetermined linear equations by linear programming},
+ Volume = {102},
+ Year = {2005}}
+
+@article{Donoho2008,
+ Author = {Donoho, David L. and Tsaig, Yaakov},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = nov,
+ Number = {11},
+ Owner = {yhli},
+ Pages = {4789--4812},
+ Timestamp = {2014.04.15},
+ Title = {Fast solution of $\ell_1$-norm minimization problems when the solution may be sparse},
+ Volume = {54},
+ Year = {2008}}
+
+@article{Donoho2012,
+ Author = {Donoho, David L. and Tsaig, Yaakov and Drori, Iddo and Starck, Jean-Luc},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = feb,
+ Number = {2},
+ Owner = {yhli},
+ Pages = {1094--1121},
+ Timestamp = {2014.04.15},
+ Title = {Sparse solution of underdetermined systems of linear equations by stagewise orthogonal matching pursuit},
+ Volume = {58},
+ Year = {2012}}
+
+@article{Duarte2008,
+ Author = {Duarte, Marco F. and Davenport, Mark A. adn Takhar, Dharmpal and Laska, Jason N. and Sun, Ting and Kelly, Kevin F. and Baraniuk, Richard G.},
+ Date-Modified = {2016-05-23 13:00:59 +0000},
+ Journal = {IEEE Signal Process. Mag.},
+ Month = mar,
+ Number = {2},
+ Owner = {yhli},
+ Pages = {83--91},
+ Timestamp = {2014.06.24},
+ Title = {Single-pixel imaging via compressive sampling},
+ Volume = {25},
+ Year = {2008}}
+
+@inproceedings{Duchi2008,
+ Author = {Duchi, John and Shalev-Shwartz, Shai and Singer, Yoram and Chandra, Tushar},
+ Booktitle = {Proc. 25th Int. Conf. Machine Learning},
+ Owner = {yhli},
+ Pages = {272--279},
+ Timestamp = {2014.12.18},
+ Title = {Efficient projections onto the $\ell_1$-ball for learning in high dimensions},
+ Year = {2008}}
+
+@book{Dudley2014,
+ Address = {New York, NY},
+ Author = {Dudley, R. M.},
+ Date-Added = {2015-03-25 14:21:45 +0000},
+ Date-Modified = {2015-03-25 14:23:05 +0000},
+ Edition = {second},
+ Publisher = {Cambridge Univ. Press},
+ Title = {Uniform Central Limit Theorems},
+ Year = {2014}}
+
+@article{Durot2015,
+ Author = {Durot, C\'{e}cile and Lopuha\"{a}, Hendrik P.},
+ Date-Added = {2015-02-17 15:49:54 +0000},
+ Date-Modified = {2015-02-17 15:51:39 +0000},
+ Journal = {Electron. J. Stat.},
+ Pages = {2479--2513},
+ Title = {A {K}iefer-{W}olfowitz type of result in a general setting, with an application to smooth monotone estimation},
+ Volume = {8},
+ Year = {2014}}
+
+@inproceedings{Dvoretzky1956,
+ Author = {Dvoretzky, Aryeh},
+ Booktitle = {Berkeley Symp. Math. Stat. Prob.},
+ Owner = {yhli},
+ Pages = {39--55},
+ Timestamp = {2014.04.08},
+ Title = {On stochastic approximation},
+ Volume = {1},
+ Year = {1956}}
+
+@conference{Dwork2006,
+ Author = {Dwork, Cynthia and McSherry, Frank and Nissim, Kobbi and Smith, Adam},
+ Booktitle = {3rd Theory of Cryptography Conf.},
+ Date-Added = {2015-02-26 19:29:35 +0000},
+ Date-Modified = {2015-02-26 19:31:07 +0000},
+ Pages = {265--284},
+ Title = {Calibrating noise to sensitivity in private data analysis},
+ Year = {2006}}
+
+@article{Dwork2013,
+ Author = {Dwork, Cynthia and Roth, Aaron},
+ Date-Added = {2015-09-15 17:54:42 +0000},
+ Date-Modified = {2015-09-15 17:56:27 +0000},
+ Journal = {Found. Trends Theor. Comput. Sci.},
+ Number = {3--4},
+ Pages = {211--407},
+ Title = {The algorithmic foundations of differential privacy},
+ Volume = {9},
+ Year = {2013}}
+
+@article{Eckstein1993,
+ Author = {Eckstein, Jonathan},
+ Journal = {Math. Oper. Res.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {202--226},
+ Timestamp = {2014.04.29},
+ Title = {Nonlinear proximal point algorithms using {B}regman functions, with applications to convex programming},
+ Volume = {18},
+ Year = {1993}}
+
+@phdthesis{Eckstein1989,
+ Author = {Eckstein, Jonathan},
+ Month = sep,
+ Owner = {yhli},
+ School = {Massachusetts Institute of Technology},
+ Timestamp = {2014.11.17},
+ Title = {Splitting methods for monotone operators with applications to parallel optimization},
+ Year = {1989}}
+
+@article{Eckstein1992,
+ Author = {Eckstein, Jonathan and Bertsekas, Dimitri P.},
+ Journal = {Math. Program.},
+ Owner = {yhli},
+ Pages = {293--318},
+ Timestamp = {2014.11.06},
+ Title = {On the {D}ouglas-{R}achford splitting method and the proximal point algorithm for maximal monotone operators},
+ Volume = {55},
+ Year = {1992}}
+
+@unpublished{Eckstein2015,
+ Author = {Eckstein, Jonathan and Yao, Wang},
+ Date-Added = {2015-09-07 16:23:44 +0000},
+ Date-Modified = {2015-09-07 16:24:31 +0000},
+ Title = {Understanding the convergence of the alternating direction method of multipliers: Theoretical and computational perspectives},
+ Year = {2015}}
+
+@article{Edelman2005,
+ Author = {Edelman, Alan and Rao, N. Raj},
+ Journal = {Acta Numer.},
+ Month = may,
+ Owner = {yhli},
+ Pages = {1--65},
+ Timestamp = {2014.06.18},
+ Title = {Random matrix theory},
+ Volume = {14},
+ Year = {2005}}
+
+@book{Efron2010,
+ Address = {Cambridge, UK},
+ Author = {Efron, Bradley},
+ Owner = {yhli},
+ Publisher = {Cambridge Univ. Press},
+ Timestamp = {2014.07.11},
+ Title = {Large-Scale Inference},
+ Year = {2010}}
+
+@article{Efron2004a,
+ Author = {Efron, Bradley},
+ Date-Modified = {2016-05-23 13:03:50 +0000},
+ Journal = {J. ASA},
+ Month = sep,
+ Number = {467},
+ Owner = {yhli},
+ Pages = {619--632},
+ Timestamp = {2014.07.07},
+ Title = {The estimation of prediction error: Covariance penalities and cross-validation},
+ Volume = {99},
+ Year = {2004}}
+
+@article{Efron1986,
+ Author = {Efron, Bradley},
+ Date-Modified = {2016-05-23 13:03:56 +0000},
+ Journal = {J. ASA},
+ Number = {394},
+ Owner = {yhli},
+ Pages = {461--470},
+ Timestamp = {2014.07.07},
+ Title = {How biased is the apparent error rate of a prediction rule?},
+ Volume = {81},
+ Year = {1986}}
+
+@article{Efron2004,
+ Author = {Efron, Bradley and Hastie, Trevor and Johnstone, Iain and Tibshirani, Robert},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {407--499},
+ Timestamp = {2014.04.15},
+ Title = {Least angle regression},
+ Volume = {32},
+ Year = {2004}}
+
+@article{Efron1973,
+ Author = {Efron, Bradley and Morris, Carl},
+ Date-Modified = {2016-05-23 13:04:03 +0000},
+ Journal = {J. ASA},
+ Month = mar,
+ Number = {341},
+ Owner = {yhli},
+ Pages = {117--130},
+ Timestamp = {2014.07.11},
+ Title = {{S}tein's estimation rule and its competitors---An empirical {B}ayes approach},
+ Volume = {68},
+ Year = {1973}}
+
+@book{Efron1998,
+ Address = {Boca Raton},
+ Author = {Efron, Bradley and Tibshirani, Robert J.},
+ Owner = {yhli},
+ Publisher = {Chapman \& Hall/CRC},
+ Timestamp = {2014.07.11},
+ Title = {An Introduction to the Bootstrap},
+ Year = {1998}}
+
+@conference{ElHalabi2015,
+ Author = {El Halabi, Marwa and Cevher, Volkan},
+ Booktitle = {18th Int. Conf. Artificial Intelligence and Statistics},
+ Owner = {yhli},
+ Timestamp = {2014.11.11},
+ Title = {A totally unimodular view of structured sparsity},
+ Year = {2015}}
+
+@article{Elad2002,
+ Author = {Elad, Michael and Bruckstein, Alfred M.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = sep,
+ Number = {9},
+ Owner = {yhli},
+ Pages = {2558--2567},
+ Timestamp = {2014.07.21},
+ Title = {A generalized uncertainty principle and sparse representation in pairs of bases},
+ Volume = {48},
+ Year = {2002}}
+
+@article{Elad2005,
+ Author = {Elad, M. and Starck, J.-L. and Querre, P. and Donoho, D. L.},
+ Journal = {Appl. Comput. Harmon. Anal.},
+ Owner = {yhli},
+ Pages = {340--358},
+ Timestamp = {2014.07.22},
+ Title = {Simultaneous cartoon and texture image inpainting using morphological component analysis ({MCA})},
+ Volume = {19},
+ Year = {2005}}
+
+@article{Eldar2009,
+ Author = {Eldar, Yonina C.},
+ Journal = {IEEE Trans. Sig. Process.},
+ Month = feb,
+ Number = {2},
+ Owner = {yhli},
+ Pages = {471--481},
+ Timestamp = {2014.07.07},
+ Title = {Generalized {SURE} for exponential families: Applications to regularization},
+ Volume = {57},
+ Year = {2009}}
+
+@article{Eldar2014,
+ Author = {Eldar, Yonina C. and Mendelson, Shahar},
+ Date-Added = {2015-09-04 15:06:37 +0000},
+ Date-Modified = {2015-09-04 15:07:32 +0000},
+ Journal = {Appl. Comput. Harmon. Anal.},
+ Pages = {473--494},
+ Title = {Phase retrieval: Stability and recovery guarantees},
+ Volume = {36},
+ Year = {2014}}
+
+@article{Elia1956,
+ Author = {Elias, P. and Feinstein, A. and Shannon, C. E.},
+ Date-Added = {2015-08-24 16:00:33 +0000},
+ Date-Modified = {2015-08-24 16:00:33 +0000},
+ Journal = {IRE Trans. Inf. Theory},
+ Number = {4},
+ Pages = {117--119},
+ Title = {A note on the maximum flow through a network},
+ Volume = {2},
+ Year = {1956}}
+
+@article{Erdogan1999,
+ Author = {Erdo{\v{g}}an, Hakan and Fessler, Jeffrey A.},
+ Journal = {IEEE Trans. Med. Imag.},
+ Month = sep,
+ Number = {9},
+ Owner = {yhli},
+ Pages = {801--814},
+ Timestamp = {2014.08.19},
+ Title = {Monotonic algorithms for transmission tomography},
+ Volume = {18},
+ Year = {1999}}
+
+@article{Erhan2010,
+ Author = {Erhan, Dumitru and Bengio, Yoshua and Courville, Aaron and Manzagol, Pierre-Antoine and Vincent, Pascal and Bengio, Samy},
+ Date-Added = {2015-06-18 18:30:35 +0000},
+ Date-Modified = {2015-06-18 18:31:59 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {625--660},
+ Title = {Why does unsupervised pre-training help deep learning?},
+ Volume = {11},
+ Year = {2010}}
+
+@article{Erseghe2011,
+ Author = {Erseghe, Tomaso and Zennaro, Davide and Dall'Anese, Emiliano and Vangelista, Lorenza},
+ Journal = {IEEE Trans. Sig. Process.},
+ Month = nov,
+ Number = {11},
+ Owner = {yhli},
+ Pages = {5523--5537},
+ Timestamp = {2014.12.11},
+ Title = {Fast consensus by the alternating direction multipliers method},
+ Volume = {59},
+ Year = {2011}}
+
+@conference{Evfimievski2003,
+ Author = {Evfimievski, Alexandre and Gehrke, Johannes and Srikant, Ramakrishnan},
+ Booktitle = {Proc. 22nd ACM SIGMOD-SIGACT-SIGART Symp. Principles of Database Systems},
+ Date-Added = {2015-02-26 17:52:48 +0000},
+ Date-Modified = {2015-02-26 17:54:38 +0000},
+ Pages = {211--222},
+ Title = {Limiting privacy breaches in privacy preserving data mining},
+ Year = {2003}}
+
+@article{Fahrmeir1985,
+ Author = {Fahrmeir, Ludwig and Kaufmann, Heinz},
+ Journal = {Ann. Stat.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {342--368},
+ Timestamp = {2014.02.14},
+ Title = {Consistency and asymptotic normality of the maximum likelihood estimator in generalized linear models},
+ Volume = {13},
+ Year = {1985}}
+
+@book{Fahrmeir2013,
+ Address = {Berlin},
+ Author = {Fahrmeir, Ludwig and Kneib, Thomas and Lang, Stefan and Marx, Brian},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.06.19},
+ Title = {Regression},
+ Year = {2013}}
+
+@article{Fan2001,
+ Author = {Fan, Jianqing and Li, Runze},
+ Date-Modified = {2016-05-23 13:04:34 +0000},
+ Journal = {J. AMS},
+ Number = {456},
+ Owner = {yhli},
+ Pages = {1348--1360},
+ Timestamp = {2014.02.14},
+ Title = {Variable selection via nonconcave penalized likelihood and its oracle properties},
+ Volume = {96},
+ Year = {2001}}
+
+@article{Fan2011,
+ Author = {Fan, Jianqing and Lv, Jinchi},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = aug,
+ Number = {8},
+ Owner = {yhli},
+ Pages = {5467--5484},
+ Timestamp = {2014.02.14},
+ Title = {Nonconcave penalized likelihood with {NP}-dimensionality},
+ Volume = {57},
+ Year = {2011}}
+
+@article{Fan2010,
+ Author = {Fan, Jianqing and Lv, Jinchi},
+ Date-Added = {2015-05-10 13:43:20 +0000},
+ Date-Modified = {2015-05-10 13:44:26 +0000},
+ Journal = {Stat. Sin.},
+ Pages = {101--148},
+ Title = {A selective overview of variable selection in high dimensional feature space},
+ Volume = {1},
+ Year = {2010}}
+
+@article{Fan2004,
+ Author = {Fan, Jianqing and Peng, Heng},
+ Journal = {Ann. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {928--961},
+ Timestamp = {2014.09.08},
+ Title = {Nonconcave penalized likelihood with a diverging number of parameters},
+ Volume = {32},
+ Year = {2004}}
+
+@incollection{Fessler2000,
+ Address = {Bellingham},
+ Author = {Fessler, Jeffrey A.},
+ Booktitle = {Handbook of Medical Imaging, Volume 2. Medical Image Processing and Analysis},
+ Chapter = {1},
+ Editor = {Sonka, Milan and Fitzpatrick, J. Michael},
+ Owner = {yhli},
+ Pages = {1--70},
+ Publisher = {SPIE Press},
+ Timestamp = {2014.08.19},
+ Title = {Statistical image reconstruction methods for transmission tomography},
+ Year = {2000}}
+
+@article{Fienup1982,
+ Author = {Fienup, J. R.},
+ Date-Added = {2015-09-17 15:12:43 +0000},
+ Date-Modified = {2015-09-17 15:13:57 +0000},
+ Journal = {Appl. Opt.},
+ Number = {15},
+ Pages = {2758--2769},
+ Title = {Phase retrieval algorithms: a comparison},
+ Volume = {21},
+ Year = {1982}}
+
+@article{Fisher1922,
+ Author = {Fisher, R. A.},
+ Journal = {Phil. Trans. R. Soc. Lond. A},
+ Owner = {yhli},
+ Pages = {309--368},
+ Timestamp = {2014.07.28},
+ Title = {On the mathematical foundations of theoretical statistics},
+ Volume = {222},
+ Year = {1922}}
+
+@article{Flammia2012,
+ Author = {Flammia, Steven T. and Gross, David and Liu, Yi-Kai and Eisert, Jens},
+ Journal = {New J. Phys.},
+ Owner = {yhli},
+ Timestamp = {2014.05.13},
+ Title = {Quantum tomography via compressed sensing: Error bounds, sample complexity and efficient estimators},
+ Volume = {14},
+ Year = {2012}}
+
+@article{Fletcher2012,
+ Author = {Fletcher, Alyson K. and Rangan, Sundeep},
+ Date-Added = {2015-06-19 12:22:12 +0000},
+ Date-Modified = {2015-06-19 12:23:07 +0000},
+ Journal = {IEEE Trans. Sig. Process.},
+ Number = {3},
+ Pages = {1010--1021},
+ Title = {Orthogonal matching pursuit: A {B}rownian motion analysis},
+ Volume = {60},
+ Year = {2012}}
+
+@article{Folland1997,
+ Author = {Folland, Gerald B. and Sitaram, Alladi},
+ Journal = {J. Fourier Anal. Appl.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {207--238},
+ Timestamp = {2014.07.21},
+ Title = {The uncertainty principle: A mathematical survey},
+ Volume = {3},
+ Year = {1997}}
+
+@book{Foucart2013,
+ Address = {Basel},
+ Author = {Foucart, Simon and Rauhut, Holger},
+ Owner = {yhli},
+ Publisher = {Birkh\"{a}user},
+ Timestamp = {2014.03.31},
+ Title = {A Mathematical Introduction to Compressive Sensing},
+ Year = {2013}}
+
+@article{Foygel2014,
+ Author = {Foygel, Rina and Mackey, Lester},
+ Date-Modified = {2015-08-11 15:16:43 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {1223--1247},
+ Timestamp = {2014.08.04},
+ Title = {Corrupted sensing: Novel guarantees for separating structured signals},
+ Volume = {60},
+ Year = {2014}}
+
+@article{Frank1956,
+ Author = {Frank, Marguerite and Wolfe, Philip},
+ Journal = {Nav. Res. Logist. Q.},
+ Month = mar # {--} # jun,
+ Number = {1--2},
+ Owner = {yhli},
+ Pages = {95--110},
+ Timestamp = {2015.01.27},
+ Title = {An algorithm for quadratic programming},
+ Volume = {3},
+ Year = {1956}}
+
+@unpublished{Friedlander2014,
+ Author = {Friedlander, Michael P. and Goh, Gabriel},
+ Month = jan,
+ Note = {arXiv:1304.5586v2 [math.OC]},
+ Owner = {yhli},
+ Timestamp = {2014.04.01},
+ Title = {Tail bounds for stochastic approximation},
+ Year = {2014}}
+
+@article{Friedlander2007,
+ Author = {Friedlander, Michael P. and Tseng, Paul},
+ Date-Added = {2015-07-29 14:13:07 +0000},
+ Date-Modified = {2015-07-29 14:14:14 +0000},
+ Journal = {SIAM J. Optim.},
+ Number = {4},
+ Pages = {1326--1350},
+ Title = {Exact regularization of convex programs},
+ Volume = {18},
+ Year = {2007}}
+
+@article{Frome1983,
+ Author = {Frome, E. L.},
+ Journal = {Biom.},
+ Owner = {yhli},
+ Pages = {665--674},
+ Timestamp = {2014.09.01},
+ Title = {The analysis of rates using {P}oisson regression models},
+ Volume = {39},
+ Year = {1983}}
+
+@article{Frostig2015,
+ Author = {Frostig, Roy and Ge, Rong and Kakade, Sham M. and Sidford, Aaron},
+ Date-Added = {2015-09-15 18:27:42 +0000},
+ Date-Modified = {2015-09-15 18:28:38 +0000},
+ Note = {arXiv:1412.6606v2},
+ Title = {Competing with the empirical risk minimizer in a single pass},
+ Year = {2015}}
+
+@book{Fujishige2005,
+ Address = {Amsterdam},
+ Author = {Fujishige, Satoru},
+ Date-Added = {2015-09-09 12:26:21 +0000},
+ Date-Modified = {2015-09-09 12:36:18 +0000},
+ Edition = {second},
+ Publisher = {Elsevier},
+ Title = {Submodular Functions and Optimization},
+ Year = {2005}}
+
+@book{Guler2010,
+ Address = {New York, NY},
+ Author = {G\"{u}ler, Osman},
+ Date-Added = {2015-07-24 14:23:32 +0000},
+ Date-Modified = {2015-07-24 14:24:39 +0000},
+ Publisher = {Springer},
+ Title = {Foundations of Optimization},
+ Year = {2010}}
+
+@article{Guler1991,
+ Author = {G\"{u}ler, Osman},
+ Journal = {SIAM J. Control Optim.},
+ Month = mar,
+ Number = {2},
+ Owner = {yhli},
+ Pages = {403--419},
+ Timestamp = {2014.02.26},
+ Title = {On the convergence of the proximal point algorithm for convex minimization},
+ Volume = {29},
+ Year = {1991}}
+
+@article{Gaiffas2011,
+ Author = {Ga\"{i}ffas, St\'{e}phane and Lecu\'{e}, Guillaume},
+ Date-Added = {2015-04-02 11:03:58 +0000},
+ Date-Modified = {2015-04-02 11:05:14 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {10},
+ Pages = {6942--6957},
+ Title = {Sharp oracle inequalities for high-dimensional matrix prediction},
+ Volume = {57},
+ Year = {2011}}
+
+@article{Garber2014,
+ Author = {Garber, Dan and Hazan, Elad},
+ Date-Added = {2015-06-11 14:42:18 +0000},
+ Date-Modified = {2015-06-11 14:43:16 +0000},
+ Note = {arXiv:1406.1305v1 [math.OC]},
+ Title = {Faster rates for the {F}rank-{W}olfe method over strongly-convex sets},
+ Year = {2014}}
+
+@inproceedings{Garg2009,
+ Author = {Garg, Rahul and Khandekar, Rohit},
+ Booktitle = {Proc. 26th Ann. Int. Conf. Machine Learning},
+ Owner = {yhli},
+ Pages = {337--344},
+ Timestamp = {2014.03.24},
+ Title = {Gradient descent with sparsification: An iterative algorithm for sparse recovery with restricted isometry property},
+ Year = {2009}}
+
+@article{Geer2013,
+ Author = {van de Geer, Sara},
+ Journal = {Scand. J. Stat.},
+ Owner = {yhli},
+ Pages = {72--86},
+ Timestamp = {2015.01.29},
+ Title = {Weakly decomposable regularization penalties and structured sparsity},
+ Volume = {41},
+ Year = {2013}}
+
+@article{Geer2013a,
+ Author = {van de Geer, Sara},
+ Date-Added = {2015-02-20 16:34:50 +0000},
+ Date-Modified = {2015-02-20 16:36:49 +0000},
+ Journal = {J. Stat. Plan. Inference},
+ Pages = {1001--1012},
+ Title = {Generic chaining and the $\ell_1$-penalty},
+ Volume = {143},
+ Year = {2013}}
+
+@techreport{Geer2007,
+ Author = {van de Geer, Sara},
+ Date-Added = {2015-02-13 13:01:48 +0000},
+ Date-Modified = {2015-02-13 13:05:05 +0000},
+ Institution = {Seminar f\"{u}r Statistik, Eidgen\"{o}ssische Technische Hochschule},
+ Title = {The deterministic {L}asso},
+ Type = {Research Report No. 140},
+ Year = {2007}}
+
+@article{Geer2006,
+ Author = {van de Geer, Sara},
+ Date-Added = {2015-09-15 12:34:03 +0000},
+ Date-Modified = {2015-09-15 12:35:13 +0000},
+ Journal = {Ann. Stat.},
+ Number = {6},
+ Pages = {2688--2696},
+ Title = {Discussion: Local {R}ademacher complexities and oracle inequalities in risk minimization},
+ Volume = {34},
+ Year = {2006}}
+
+@article{Geer2002,
+ Author = {van de Geer, Sara},
+ Date-Added = {2015-09-02 12:44:18 +0000},
+ Date-Modified = {2015-09-02 12:45:19 +0000},
+ Journal = {J. Stat. Plan. Inference},
+ Pages = {55--69},
+ Title = {M-estimation using penalties or sieves},
+ Volume = {108},
+ Year = {2002}}
+
+@book{Geer2000,
+ Address = {Cambridge, UK},
+ Author = {van de Geer, Sara},
+ Date-Added = {2015-08-04 14:40:44 +0000},
+ Date-Modified = {2015-09-29 18:08:15 +0000},
+ Publisher = {Cambridge Univ. Press},
+ Title = {Empirical Processes in $M$-Estimation},
+ Year = {2000}}
+
+@article{Geer1993,
+ Author = {van de Geer, Sara},
+ Date-Added = {2015-09-02 11:16:55 +0000},
+ Date-Modified = {2015-09-02 11:17:59 +0000},
+ Journal = {Ann. Stat.},
+ Number = {1},
+ Pages = {14--44},
+ Title = {{H}ellinger-consistency of certain nonparametric maximum likelihood estimators},
+ Volume = {21},
+ Year = {1993}}
+
+@article{Geer2014,
+ Author = {van de Geer, Sara and B\"{u}hlmann, Peter and Ritov, Ya'acov and Dezure, Ruben},
+ Journal = {Ann. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {1166--1202},
+ Timestamp = {2014.10.20},
+ Title = {On asymptotically optimal confidence regions and tests for high-dimensional models},
+ Volume = {42},
+ Year = {2014}}
+
+@article{Geer2015,
+ Author = {van de Geer, Sara and Muro, Alan},
+ Date-Added = {2015-03-09 01:16:51 +0000},
+ Date-Modified = {2015-09-02 14:32:08 +0000},
+ Journal = {J. Stat. Plan. Inference},
+ Title = {Penalized least squares estimation in the additive model with different smoothness for the components},
+ Year = {2015}}
+
+@article{Geer2014a,
+ Author = {van de Geer, Sara and Muro, Alan},
+ Date-Added = {2015-02-13 13:52:22 +0000},
+ Date-Modified = {2016-05-23 12:59:13 +0000},
+ Journal = {Electron. J. Stat.},
+ Pages = {3031--3061},
+ Title = {On higher order isotropy conditions and lower bounds for sparse quadratic forms},
+ Volume = {8},
+ Year = {2014}}
+
+@article{Giannopoulos2005,
+ Author = {Giannopoulos, Apostolos and Milman, Vitali D. and Tsolomitis, Antonis},
+ Date-Added = {2015-03-11 14:31:20 +0000},
+ Date-Modified = {2015-03-11 14:33:28 +0000},
+ Journal = {J. Funct. Anal.},
+ Pages = {86--108},
+ Title = {Asymptotic formulas for the diameter of sections of symmetric convex bodies},
+ Volume = {223},
+ Year = {2005}}
+
+@article{Gilbert2010,
+ Author = {Gilbert, Anna and Indyk, Piotr},
+ Journal = {Proc. IEEE},
+ Month = jun,
+ Number = {6},
+ Owner = {yhli},
+ Pages = {937--947},
+ Timestamp = {2014.03.25},
+ Title = {Sparse recovery using sparse matrices},
+ Volume = {98},
+ Year = {2010}}
+
+@article{Gine1984,
+ Author = {Gin\'{e}, Evarist and Zinn, Joel},
+ Date-Added = {2015-02-20 17:29:16 +0000},
+ Date-Modified = {2015-02-20 17:30:22 +0000},
+ Journal = {Ann. Probab.},
+ Number = {4},
+ Pages = {929--989},
+ Title = {Some limit theorems for empirical processes},
+ Volume = {12},
+ Year = {1984}}
+
+@article{Goldstein2014,
+ Author = {Goldstein, Tom and O'Donoghue, Brendan and Setzer, Simon and Baraniuk, Richard},
+ Journal = {SIAM J. Imaging Sci.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {1588--1623},
+ Timestamp = {2014.12.11},
+ Title = {Fast alternating direction optimization methods},
+ Volume = {7},
+ Year = {2014}}
+
+@inproceedings{Golovin2010,
+ Author = {Golovin, Daniel and Krause, Andreas and Ray, Debajyoti},
+ Booktitle = {Adv. Neural Information Processing Systems 23},
+ Owner = {yhli},
+ Timestamp = {2014.05.14},
+ Title = {Near-optimal {B}ayesian active learning with noisy observations},
+ Year = {2010}}
+
+@article{Golub1979,
+ Author = {Golub, Gene H. and Heath, Michael and Wahba, Grace},
+ Journal = {Technometrics},
+ Month = may,
+ Number = {2},
+ Owner = {yhli},
+ Pages = {215--223},
+ Timestamp = {2014.07.09},
+ Title = {Generalized cross-validation as a method for choosing a good ridge parameter},
+ Volume = {21},
+ Year = {1979}}
+
+@inproceedings{Gordon1988,
+ Address = {Berlin},
+ Author = {Gordon, Y.},
+ Booktitle = {Geometric Aspects of Functional Analysis: {I}srael Seminar ({GAFA}) 1986--87},
+ Editor = {Lindenstrauss, Joram and Milman, Vitali D.},
+ Owner = {yhli},
+ Publisher = {Springer-Verlag},
+ Timestamp = {2014.02.11},
+ Title = {On {M}ilman's inequality and random subspaces which escape through a mesh in {$\mathbb{R}^n$}},
+ Year = {1988}}
+
+@article{Greenshtein2004,
+ Author = {Greenshtein, Eitan and Ritov, Ya'acov},
+ Date-Added = {2015-03-11 17:42:44 +0000},
+ Date-Modified = {2015-03-11 17:43:47 +0000},
+ Journal = {Bernoulli},
+ Pages = {971--988},
+ Title = {Persistence in high-dimensional linear predictor selection and the virtue of overparametrization},
+ Volume = {6},
+ Year = {2004}}
+
+@article{Gribonval2012,
+ Author = {Gribonval, R\'{e}mi and Cevher, Volkan and Davies, Mike E.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {8},
+ Owner = {yhli},
+ Pages = {5016--5034},
+ Timestamp = {2014.06.18},
+ Title = {Compressible distributions for high-dimensional statistics},
+ Volume = {58},
+ Year = {2012}}
+
+@article{Gross2011,
+ Author = {Gross, David},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = mar,
+ Number = {3},
+ Owner = {yhli},
+ Pages = {1548--1566},
+ Timestamp = {2014.06.10},
+ Title = {Recovering low-rank matrices from few coefficients in any basis},
+ Volume = {57},
+ Year = {2011}}
+
+@article{Gross2010,
+ Author = {Gross, David and Liu, Yi-Kai and Flammia, Steven T. and Becker, Stephen and Eisert, Jens},
+ Date-Added = {2015-05-21 16:19:36 +0000},
+ Date-Modified = {2015-05-21 16:20:33 +0000},
+ Journal = {Phys. Rev. Lett.},
+ Title = {Quantum state tomography via compressed sensing},
+ Volume = {105},
+ Year = {2010}}
+
+@inproceedings{Gunasekar2014,
+ Author = {Gunasekar, Suriya and Ravikumar, Pradeep and Ghosh, Joydeep},
+ Booktitle = {Proc. 31st Int. Conf. Machine Learning},
+ Owner = {yhli},
+ Timestamp = {2015.02.05},
+ Title = {Exponential family matrix completion under structural constraints},
+ Year = {2014}}
+
+@article{Guo2005,
+ Author = {Guo, Dongning and Shamai (Shitz), Shlomo and Verd{\'{u}}, Sergio},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = apr,
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1261--1282},
+ Timestamp = {2014.06.18},
+ Title = {Mutual information and minimum mean-square error in {G}aussian channels},
+ Volume = {51},
+ Year = {2005}}
+
+@book{Han2003,
+ Address = {Berlin},
+ Author = {Han, Te Sun},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.12.03},
+ Title = {Information-Spectrum Methods in Information Theory},
+ Year = {2003}}
+
+@article{Handel2015,
+ Author = {van Handel, Ramon},
+ Date-Added = {2015-09-15 17:05:33 +0000},
+ Date-Modified = {2015-09-15 17:06:27 +0000},
+ Note = {arXiv:1508.05906v1 [math.PR]},
+ Title = {Chaining, interpolation, and convexity},
+ Year = {2015}}
+
+@book{Handel2014,
+ Author = {van Handel, Ramon},
+ Month = jun,
+ Owner = {yhli},
+ Timestamp = {2014.08.20},
+ Title = {Probability in High Dimension},
+ Url = {http://www.princeton.edu/~rvan/},
+ Year = {2014},
+ Bdsk-Url-1 = {http://www.princeton.edu/~rvan/}}
+
+@article{Hang2013,
+ Author = {Hang, H and Steinwart, I.},
+ Month = dec,
+ Note = {accepted by J. Multivar. Anal{.}},
+ Owner = {yhli},
+ Timestamp = {2014.03.13},
+ Title = {Fast learning from $\alpha$-mixing observations},
+ Year = {2013}}
+
+@article{Harchaoui2014,
+ Author = {Harchaoui, Zaid and Juditsky, Anatoli and Nemirovski, Arkadi},
+ Date-Added = {2015-09-18 10:30:31 +0000},
+ Date-Modified = {2015-09-18 10:32:19 +0000},
+ Journal = {Math. Program., Ser. A},
+ Number = {1},
+ Pages = {75--112},
+ Title = {Conditional gradient algorithms for norm-regularized smooth convex optimization},
+ Volume = {152},
+ Year = {2015}}
+
+@book{Hastie2009,
+ Address = {New York},
+ Author = {Hastie, Trevor and Tibshirani, Robert and Friedman, Jerome},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2014.07.11},
+ Title = {The Elements of Statistical Learning},
+ Year = {2009}}
+
+@book{Hastie2015,
+ Address = {Boca Raton, FL},
+ Author = {Hastie, Trevor and Tibshirani, Robert and Wainwright, Martin},
+ Date-Added = {2015-09-14 07:00:08 +0000},
+ Date-Modified = {2015-09-14 07:01:46 +0000},
+ Publisher = {CRC Press},
+ Title = {Statistical Learning with Sparsity: The {L}asso and generalizations},
+ Year = {2015}}
+
+@article{Haviv2015,
+ Author = {Haviv, Ishay and Regev, Oded},
+ Date-Added = {2015-09-16 12:00:01 +0000},
+ Date-Modified = {2015-09-16 12:00:48 +0000},
+ Note = {arXiv:1507.01768v1 [cs.DS]},
+ Title = {The restricted isometry property of subsampled {F}ourier matrices},
+ Year = {2015}}
+
+@article{Hayashi2001,
+ Author = {Hayashi, Masahito},
+ Date-Added = {2015-05-20 16:10:25 +0000},
+ Date-Modified = {2015-05-20 16:11:32 +0000},
+ Journal = {J. Phys. A: Math. Gen.},
+ Pages = {3413--3419},
+ Title = {Asymptotics of quantum relative entropy from a representation theoretical viewpoint},
+ Volume = {34},
+ Year = {2001}}
+
+@article{He2012,
+ Author = {He, Bingsheng and Yuan, Xiaoming},
+ Journal = {SIAM J. Numer. Anal.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {700--709},
+ Timestamp = {2014.11.07},
+ Title = {On the {$O(1/n)$} convergence rate of the {D}ouglas-{R}achford alternating direction method},
+ Volume = {50},
+ Year = {2012}}
+
+@article{Hoeffding1948,
+ Author = {Hoeffding, Wassily},
+ Journal = {Ann. Math. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {293--325},
+ Timestamp = {2014.03.13},
+ Title = {A class of statistics with asymptotically normal distribution},
+ Volume = {19},
+ Year = {1948}}
+
+@article{Hohage2014,
+ Author = {Hohage, Thorsten and Homann, Carolin},
+ Note = {arXiv:1412.0126v1 [math.OC]},
+ Owner = {yhli},
+ Timestamp = {2014.12.09},
+ Title = {A generalization of the {C}hambolle-{P}ock algorithm to {B}anach spaces with applications to inverse problems},
+ Year = {2014}}
+
+@book{Holevo2011,
+ Address = {Pisa},
+ Author = {Holevo, Alexander},
+ Date-Added = {2015-08-28 15:08:55 +0000},
+ Date-Modified = {2015-08-28 15:11:48 +0000},
+ Publisher = {Edizioni della Normale},
+ Title = {Probabilistic and statistical aspects of quantum theory},
+ Year = {2011}}
+
+@inproceedings{Honorio2014,
+ Author = {Honorio, Jean and Jaakkola, Tommi},
+ Booktitle = {Proc. 31st Int. Conf. Machine Learning},
+ Owner = {yhli},
+ Timestamp = {2014.08.13},
+ Title = {A unified framework for consistency of regularized loss minimizers},
+ Year = {2014}}
+
+@article{Hoory2006,
+ Author = {Hoory, Shlomo and Linial, Nathan and Wigderson, Avi},
+ Journal = {Bull. AMS},
+ Month = oct,
+ Number = {4},
+ Owner = {yhli},
+ Pages = {439--561},
+ Timestamp = {2014.03.26},
+ Title = {Expander graphs and their applications},
+ Volume = {43},
+ Year = {2006}}
+
+@book{Horn1985,
+ Address = {Cambridge, UK},
+ Author = {Horn, Roger A. and Johnson, Charles R.},
+ Owner = {yhli},
+ Publisher = {Cambridge Univ. Press},
+ Timestamp = {2014.06.04},
+ Title = {Matrix Analysis},
+ Year = {1985}}
+
+@article{Hradil1997,
+ Author = {Hradil, Z.},
+ Date-Added = {2015-05-22 16:01:37 +0000},
+ Date-Modified = {2015-05-22 16:02:09 +0000},
+ Journal = {Phys. Rev. A},
+ Number = {3},
+ Title = {Quantum-state estimation},
+ Volume = {55},
+ Year = {1997}}
+
+@incollection{Hradil2004,
+ Address = {Berlin},
+ Author = {Hradil, Zden\v{e}k and \v{R}eh\'{a}\v{c}ek, Jaroslav and Fiur\'{a}\v{s}ek, Jarom\'{\i}r and Je\v{z}ek, Miroslav},
+ Booktitle = {Quantum State Estimation},
+ Chapter = {3},
+ Date-Added = {2015-05-22 13:48:12 +0000},
+ Date-Modified = {2015-05-22 13:54:23 +0000},
+ Pages = {59--112},
+ Publisher = {Springer},
+ Title = {Maximum-likelihood methods in quantum mechanics},
+ Year = {2004}}
+
+@book{Huber2009,
+ Address = {Hoboken, NJ},
+ Author = {Huber, Peter J. and Ronchetti, Elvezio M.},
+ Owner = {yhli},
+ Publisher = {John Wiley \& Sons},
+ Timestamp = {2014.06.18},
+ Title = {Robust Statistics},
+ Year = {2009}}
+
+@book{Istratescu1981,
+ Address = {Dordrecht},
+ Author = {Istr\v{a}\c{t}escu, Vasile I.},
+ Owner = {yhli},
+ Publisher = {D. Reidel},
+ Timestamp = {2014.04.23},
+ Title = {Fixed Point Theory},
+ Year = {1981}}
+
+@inproceedings{Jadbabaie2015,
+ Author = {Jadbabaie, Ali and Rakhlin, Alexander and Shahrampour, Shahin and Sridharan, Karthik},
+ Booktitle = {Proc. 18th Int. Conf. Artificial Intelligence and Statistics},
+ Date-Added = {2015-05-14 22:44:20 +0000},
+ Date-Modified = {2015-05-14 22:45:47 +0000},
+ Pages = {398--406},
+ Title = {Online optimization: Competing with dynamic comparators},
+ Year = {2015}}
+
+@inproceedings{Jaggi2013,
+ Author = {Jaggi, Martin},
+ Booktitle = {Proc. 30th Int. Conf. Machine Learning},
+ Owner = {yhli},
+ Timestamp = {2015.01.27},
+ Title = {Revisiting {F}rank-{W}olfe: Projection-free sparse convex optimization},
+ Year = {2013}}
+
+@article{Jaggi2011,
+ Author = {Jaggi, Martin},
+ Date-Added = {2015-06-16 18:25:14 +0000},
+ Date-Modified = {2015-06-16 18:25:59 +0000},
+ Note = {arXiv:1108.1170v6 [math.OC]},
+ Title = {Convex optimization without projection steps},
+ Year = {2011}}
+
+@inproceedings{Jain2010,
+ Author = {Jain, Prateek, Meka, Raghu and Dhillon, Inderjit},
+ Booktitle = {Advances in Neural Information Processing Systems},
+ Owner = {yhli},
+ Timestamp = {2014.07.18},
+ Title = {Guaranteed rank minimization via singular value projection},
+ Year = {2010}}
+
+@inproceedings{James1961,
+ Author = {James, W. and Stein, Charles},
+ Booktitle = {Proc. 4th Berkeley Symp. Mathematical Statistics and Probability},
+ Owner = {yhli},
+ Pages = {361--379},
+ Publisher = {Univ. Calif. Press},
+ Timestamp = {2014.07.07},
+ Title = {Estimation with quadratic loss},
+ Volume = {1},
+ Year = {1961}}
+
+@article{Ji2008,
+ Author = {Ji, Shihao and Xue, Ya and Carin, Lawrence},
+ Date-Added = {2015-09-07 09:48:49 +0000},
+ Date-Modified = {2015-09-07 09:49:41 +0000},
+ Journal = {IEEE Trans. Sig. Process.},
+ Number = {6},
+ Pages = {2346--2356},
+ Title = {{B}ayesian compressive sensing},
+ Volume = {56},
+ Year = {2008}}
+
+@article{Jiang2015,
+ Author = {Jiang, Xin and Raskutti, Garvesh and Willett, Rebecca},
+ Date-Modified = {2015-12-17 16:46:49 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = {4474},
+ Number = {8},
+ Owner = {yhli},
+ Pages = {4458--},
+ Timestamp = {2014.08.18},
+ Title = {Minimax optimal rates for {P}oisson inverse problems with physical constraints},
+ Volume = {61},
+ Year = {2015}}
+
+@book{Johnson2005,
+ Address = {Hoboken, NJ},
+ Author = {Johnson, Norman L. and Kemp, Adrienne W. and Kotz, Samuel},
+ Edition = {third},
+ Owner = {yhli},
+ Publisher = {Wiley-Intersci.},
+ Timestamp = {2014.08.22},
+ Title = {Univariate Discrete Distributions},
+ Year = {2005}}
+
+@article{Jordan2013,
+ Author = {Jordan, Michael I.},
+ Journal = {Bernoulli},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1378--1390},
+ Timestamp = {2014.07.02},
+ Title = {On statistics, computation and scalability},
+ Volume = {19},
+ Year = {2013}}
+
+@techreport{Jordan1995,
+ Author = {Jordan, Michael I.},
+ Date-Added = {2015-03-04 19:33:58 +0000},
+ Date-Modified = {2015-03-04 19:36:38 +0000},
+ Title = {Why the logistic function? A tutorial discussion on probabilities and neural networks},
+ Type = {{MIT} {C}omputational {C}ognitive {S}cience Report 9503},
+ Year = {1995}}
+
+@article{Jordan1935,
+ Author = {Jordan, P. and v. Neumann, J.},
+ Journal = {Ann. Math.},
+ Month = jul,
+ Number = {3},
+ Owner = {yhli},
+ Pages = {719--723},
+ Timestamp = {2014.04.14},
+ Title = {On inner products in linear, metric spaces},
+ Volume = {36},
+ Year = {1935}}
+
+@article{Juditsky2014a,
+ Author = {Juditsky, Anatoli and Nemirovski, Arkadi},
+ Date-Added = {2015-06-06 16:10:23 +0000},
+ Date-Modified = {2015-06-06 16:11:40 +0000},
+ Note = {arXiv:1312.1073v2 [math.OC]},
+ Title = {Solving variational inequalities with monotone operators on domains given by linear minimization oracles},
+ Year = {2014}}
+
+@article{Juditsky2000,
+ Author = {Juditsky, Anatoli and Nemirovski, Arkadii},
+ Journal = {Ann. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {681--712},
+ Timestamp = {2014.11.05},
+ Title = {Functional aggregation for nonparametric regression},
+ Volume = {28},
+ Year = {2000}}
+
+@article{Juditsky2014,
+ Author = {Juditsky, Anatoli and Nesterov, Yuri},
+ Journal = {Stoch. Syst.},
+ Number = {0},
+ Owner = {yhli},
+ Pages = {1--37},
+ Timestamp = {2014.08.19},
+ Title = {Deterministic and stochastic primal-dual subgradient algorithms for uniformly convex minimization},
+ Volume = {4},
+ Year = {2014}}
+
+@article{Kailath1967,
+ Author = {Kailath, Thomas},
+ Date-Added = {2015-09-10 15:43:12 +0000},
+ Date-Modified = {2015-09-10 15:44:25 +0000},
+ Journal = {IEEE Trans. Commun. Tech.},
+ Number = {1},
+ Pages = {52--60},
+ Title = {The divergence and {B}hattacharyya distance measures in signal selection},
+ Volume = {COM-15},
+ Year = {1967}}
+
+@inbook{Kak2001,
+ Address = {Philadelphia, PA},
+ Author = {Kak, Avinash C. and Slaney, Malcolm},
+ Chapter = {4},
+ Owner = {yhli},
+ Pages = {113--175},
+ Publisher = {SIAM},
+ Timestamp = {2014.08.14},
+ Title = {Principles of Computerized Tomographic Imaging},
+ Year = {2001}}
+
+@inproceedings{Kakade2010,
+ Author = {Kakade, Sham M. and Shamir, Ohad and Sridharan, Karthik and Tewari, Ambuj},
+ Booktitle = {Proc. 13th Int. Conf. Artificial Intelligence and Statistics},
+ Owner = {yhli},
+ Timestamp = {2014.08.13},
+ Title = {Learning exponential families in high-dimensions: Strong convexity and sparsity},
+ Year = {2010}}
+
+@article{Kalai2006,
+ Author = {Kalai, Adam Tauman and Vempala, Santosh},
+ Date-Added = {2015-06-24 12:49:01 +0000},
+ Date-Modified = {2015-06-24 12:49:48 +0000},
+ Journal = {Math. Oper. Res.},
+ Number = {2},
+ Pages = {253--266},
+ Title = {Simulated annealing for convex optimization},
+ Volume = {31},
+ Year = {2006}}
+
+@article{Kalai1992,
+ Author = {Kalai, Gil and Kleitman, Daniel J.},
+ Date-Added = {2015-08-25 13:35:33 +0000},
+ Date-Modified = {2016-05-23 16:16:46 +0000},
+ Journal = {Bull. AMS},
+ Number = {2},
+ Pages = {315--316},
+ Title = {A quasi-polynomial bound for the diameter of graphs of polyhedra},
+ Volume = {26},
+ Year = {1992}}
+
+@inproceedings{Kalpakis2001,
+ Author = {Kalpakis, Konstantinos and Gada, Dhiral and Puttagunta, Vasundhara},
+ Booktitle = {Proc. IEEE Int. Conf. Data Mining},
+ Date-Added = {2015-06-19 10:21:14 +0000},
+ Date-Modified = {2015-06-19 10:22:44 +0000},
+ Pages = {273--280},
+ Title = {Distance measures for effective clustering of {ARIMA} time-series},
+ Year = {2001}}
+
+@inproceedings{Karmarkar1984,
+ Author = {Karmarkar, N.},
+ Booktitle = {Proc. 16th Annu. ACM Symp. Theory of Computing},
+ Date-Added = {2015-08-27 13:07:57 +0000},
+ Date-Modified = {2015-08-27 13:07:57 +0000},
+ Pages = {302--311},
+ Title = {A new polynomial-time algorithm for linear programming},
+ Year = {1984}}
+
+@inproceedings{Kaufmann2012,
+ Address = {Berlin},
+ Author = {Kaufmann, Emilie and Korda, Nathaniel and Munos, R\'{e}mi},
+ Booktitle = {{ALT} 2012},
+ Date-Added = {2015-06-29 12:32:53 +0000},
+ Date-Modified = {2015-06-29 12:34:45 +0000},
+ Pages = {199--213},
+ Publisher = {Springer},
+ Title = {{T}hompson sampling: An asymptotically optimal finite-time analysis},
+ Year = {2012}}
+
+@article{Kekatos2013,
+ Author = {Kekatos, Vassilis and Giannakis, Geogios B.},
+ Journal = {IEEE Trans. Power Syst.},
+ Month = may,
+ Number = {2},
+ Owner = {yhli},
+ Pages = {1617--1626},
+ Timestamp = {2014.11.06},
+ Title = {Distributed robust power system state estimation},
+ Volume = {28},
+ Year = {2013}}
+
+@inproceedings{Kelner2014,
+ Author = {Kelner, Jonathan A. and Lee, Yin Tat and Orecchia, Lorenzo and Sidford, Aaron},
+ Booktitle = {Proc. 25th Annu. ACM-SIAM Symp. Discrete Algorithms},
+ Owner = {yhli},
+ Pages = {217--226},
+ Timestamp = {2014.02.26},
+ Title = {An almost-linear-time algorithm for approximate max flow in undirected graphs, and its multicommodity generalizations},
+ Year = {2014}}
+
+@unpublished{Kelner2013,
+ Author = {Kelner, Jonathan A. and Lee, Yin Tat and Orecchia, Lorenzo and Sidford, Aaron},
+ Note = {arXiv:1304.2338v2 [cs.DS]},
+ Owner = {yhli},
+ Timestamp = {2014.02.26},
+ Title = {An almost-linear-time algorithm for approximate max flow in undirected graphs, and its multicommodity generalizations},
+ Year = {2013}}
+
+@inproceedings{Kelner2006,
+ Author = {Kelner, Jonathan A. and Spielman, Daniel A.},
+ Booktitle = {Proc. 38th Annu. ACM Symp. Theory of Computing},
+ Date-Added = {2015-08-25 13:22:15 +0000},
+ Date-Modified = {2015-08-25 13:24:26 +0000},
+ Pages = {51--60},
+ Title = {A randomized polynomial-time simplex algorithm for linear programming},
+ Year = {2006}}
+
+@article{vanKempen1997,
+ Author = {van Kempen, G. M. P. and van Vliet, L. J. and Verveer, P. J. and van der Voort, H. T. M.},
+ Date-Added = {2015-06-10 18:08:59 +0000},
+ Date-Modified = {2015-06-10 18:16:44 +0000},
+ Journal = {J. Microsc.},
+ Pages = {354--365},
+ Title = {A quantitative comparison of image restoration methods for confocal microscopy},
+ Volume = {185},
+ Year = {1997}}
+
+@unpublished{Keriven2015,
+ Author = {Keriven, Nicolas and Gribonval, R\'{e}mi},
+ Date-Added = {2015-03-19 18:47:30 +0000},
+ Date-Modified = {2015-03-19 18:48:27 +0000},
+ Title = {Compressive {G}aussian mixture estimation by orthogonal matching pursuit with replacement},
+ Year = {2015}}
+
+@article{Keshavan2010,
+ Author = {Keshavan, Raghunandan H. and Montanari, Andrea and Oh, Sewoong},
+ Date-Added = {2015-04-02 15:04:12 +0000},
+ Date-Modified = {2015-04-02 15:05:16 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {2057--2078},
+ Title = {Matrix completion from noisy entries},
+ Volume = {11},
+ Year = {2010}}
+
+@article{Kinney2014,
+ Author = {Kinney, Justin B. and Atwal, Gurinder S.},
+ Date-Added = {2015-05-11 00:10:01 +0000},
+ Date-Modified = {2015-05-11 00:11:28 +0000},
+ Journal = {Proc. Natl. Acad. Sci.},
+ Month = {March},
+ Number = {9},
+ Pages = {3354--3359},
+ Title = {Equitability, mutual information, and the maximal information coefficient},
+ Volume = {111},
+ Year = {2014}}
+
+@book{Klain1997,
+ Address = {Cambridge, UK},
+ Author = {Klain, Daniel A. and Rota, Gian-Carlo},
+ Owner = {yhli},
+ Publisher = {Cambridge Univ. Press},
+ Timestamp = {2014.07.18},
+ Title = {Introduction to Geometric Probability},
+ Year = {1997}}
+
+@article{Klibanov1995,
+ Author = {Klibanov, Michael V. and Sacks, Paul E. and Tikhonravov, Alexander V.},
+ Date-Added = {2015-09-18 09:47:09 +0000},
+ Date-Modified = {2015-09-18 09:48:29 +0000},
+ Journal = {Inverse Probl.},
+ Pages = {1--28},
+ Title = {The phase retrieval problem},
+ Volume = {11},
+ Year = {1995}}
+
+@article{Kolaczyk2004,
+ Author = {Kolaczyk, Eric D. and Nowak, Robert D.},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {500--527},
+ Timestamp = {2014.11.27},
+ Title = {Multiscale likelihood analysis and complexity penalized estimation},
+ Volume = {32},
+ Year = {2004}}
+
+@incollection{Koltchinskii2013a,
+ Author = {Koltchinskii, Vladimir},
+ Booktitle = {From Probability to Statistics and Back: High-Dimensional Models and Processes},
+ Date-Added = {2015-04-08 14:55:43 +0000},
+ Date-Modified = {2015-04-08 14:58:36 +0000},
+ Editor = {Banerjee, M. and Bunea, F. and Huang, J. and Koltchinskii, V. and Maathuis, M. H.},
+ Pages = {213--226},
+ Publisher = {Inst. Math. Stat.},
+ Title = {A remark on low rank matrix recovery and noncommutative {B}ernstein type inequalities},
+ Year = {2013}}
+
+@article{Koltchinskii2013,
+ Author = {Koltchinskii, Vladimir},
+ Date-Added = {2015-02-20 16:38:50 +0000},
+ Date-Modified = {2015-02-20 16:40:02 +0000},
+ Journal = {J. Stat. Plan. Inference},
+ Pages = {1019--1021},
+ Title = {Discussion: ``Generic chaining and the $\ell_1$-penalty'' by {Sara~van~de~Geer}},
+ Volume = {143},
+ Year = {2013}}
+
+@book{Koltchinskii2011,
+ Address = {Berlin},
+ Author = {Koltchinskii, Vladimir},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.07.25},
+ Title = {Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems},
+ Year = {2011}}
+
+@article{Koltchinskii2009,
+ Author = {Koltchinskii, Vladimir},
+ Date-Modified = {2015-09-01 15:54:26 +0000},
+ Journal = {Ann. Inst. H. Poincar{\'{e}} Probab. Stat.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {7--57},
+ Timestamp = {2014.04.30},
+ Title = {Sparsity in penalized empirical risk minimization},
+ Volume = {45},
+ Year = {2009}}
+
+@article{Koltchinskii2006,
+ Author = {Koltchinskii, Vladimir},
+ Journal = {Ann. Stat.},
+ Number = {6},
+ Owner = {yhli},
+ Pages = {2593--2656},
+ Timestamp = {2015.02.02},
+ Title = {Local {R}ademacher complexities and oracle inequalities in risk minimization},
+ Volume = {34},
+ Year = {2006}}
+
+@article{Koltchinskii2006a,
+ Author = {Koltchinskii, Vladimir},
+ Date-Added = {2015-09-15 14:55:18 +0000},
+ Date-Modified = {2015-09-15 14:56:21 +0000},
+ Journal = {Ann. Stat.},
+ Number = {6},
+ Pages = {2697--2706},
+ Title = {Rejoinder: Local {R}ademacher complexities and oracle inequalities in risk minimization},
+ Volume = {34},
+ Year = {2006}}
+
+@article{Koltchinskii2011a,
+ Author = {Koltchinskii, Vladimir and Lounici, Karim and Tsybakov, Alexandre B.},
+ Date-Added = {2015-02-13 12:07:58 +0000},
+ Date-Modified = {2015-02-13 12:09:28 +0000},
+ Journal = {Ann. Stat.},
+ Number = {5},
+ Pages = {2302--2329},
+ Title = {Nuclear-norm penalization and optimal rates for noisy low-rank matrix completion},
+ Volume = {39},
+ Year = {2011}}
+
+@article{Koltchinskii2004,
+ Author = {Koltchinskii, V. and Panchenko, D.},
+ Date-Added = {2015-09-28 16:02:31 +0000},
+ Date-Modified = {2016-04-26 12:22:59 +0000},
+ Note = {arXiv:math/0405338v1 [math.PR]},
+ Title = {{R}ademacher processes and bounding the risk of function learning},
+ Year = {2004}}
+
+@article{Kontoyiannis2006,
+ Author = {Kontoyiannis, I. and Madiman, M.},
+ Journal = {Electron. Commun. Probab.},
+ Owner = {yhli},
+ Pages = {45--57},
+ Timestamp = {2014.02.11},
+ Title = {Measure concentration for compound {P}oisson distributions},
+ Volume = {11},
+ Year = {2006}}
+
+@article{Kraning2013,
+ Author = {Kraning, Matt and Chu, Eric and Lavaei, Javad and Boyd, Stephen},
+ Date-Modified = {2016-05-23 16:18:45 +0000},
+ Journal = {Found. Trends Opt.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {70--122},
+ Timestamp = {2014.11.07},
+ Title = {Dynamic network energy management via proximal message passing},
+ Volume = {1},
+ Year = {2013}}
+
+@article{Krein1940,
+ Author = {Krein, M. and Milman, D.},
+ Date-Added = {2015-08-24 18:54:54 +0000},
+ Date-Modified = {2015-08-24 18:55:48 +0000},
+ Journal = {Stud. Math.},
+ Number = {1},
+ Pages = {133--138},
+ Title = {On extreme points of regular convex sets},
+ Volume = {9},
+ Year = {1940}}
+
+@article{Kuppinger2012,
+ Author = {Kuppinger, Patrick and Durisi, Giuseppe and B\"{o}lcskei, Helmut},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = jan,
+ Number = {1},
+ Owner = {yhli},
+ Pages = {263--277},
+ Timestamp = {2014.07.22},
+ Title = {Uncertainty relations and sparse signal recovery for pairs of general signal sets},
+ Volume = {58},
+ Year = {2012}}
+
+@inproceedings{Lafond2015,
+ Author = {Lafond, Jean},
+ Booktitle = {Proc. 28th Conf. Learning Theory},
+ Date-Added = {2015-05-21 13:58:10 +0000},
+ Date-Modified = {2015-10-07 13:22:28 +0000},
+ Pages = {1224--1243},
+ Title = {Low rank matrix completion with exponential family noise},
+ Year = {2015}}
+
+@article{Lai2013,
+ Author = {Lai, Ming-Jun and Yin, Wotao},
+ Date-Added = {2015-07-27 12:11:42 +0000},
+ Date-Modified = {2015-07-27 12:12:56 +0000},
+ Journal = {SIAM J. Imaging Sci.},
+ Number = {2},
+ Pages = {1059--1091},
+ Title = {Augmented $\ell_1$ and nuclear-norm models with a globally linearly convergent algorithm},
+ Volume = {6},
+ Year = {2013}}
+
+@article{Lai2003,
+ Author = {Lai, Tze Leung},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {391--406},
+ Timestamp = {2014.04.14},
+ Title = {Stochastic approximation},
+ Volume = {31},
+ Year = {2003}}
+
+@article{Lam2009,
+ Author = {C. Lam and J. Fan},
+ Journal = {Ann. Stat.},
+ Owner = {yhli},
+ Pages = {4254-4278},
+ Timestamp = {2014.10.06},
+ Title = {Sparsistency and Rates of Convergence in Large Covariance Matrix Estimation},
+ Volume = {37},
+ Year = {2009}}
+
+@article{Lan2012,
+ Author = {Lan, Guanghui},
+ Journal = {Math. Program., Ser. A},
+ Owner = {yhli},
+ Pages = {365--397},
+ Timestamp = {2014.08.19},
+ Title = {An optimal method for stochastic composite optimization},
+ Volume = {133},
+ Year = {2012}}
+
+@article{LeCam1990,
+ Author = {Le Cam, L.},
+ Journal = {Int. Stat. Rev.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {153--171},
+ Timestamp = {2014.06.19},
+ Title = {Maximum likelihood: An introduction},
+ Volume = {58},
+ Year = {1990}}
+
+@book{LeCam1986,
+ Address = {New York, NY},
+ Author = {Le Cam, Lucien},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.06.18},
+ Title = {Asymptotic methods in Statistical Decision Theory},
+ Year = {1986}}
+
+@article{LeCam1970,
+ Author = {LeCam, L.},
+ Journal = {Ann. Math. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {802--828},
+ Timestamp = {2014.07.28},
+ Title = {On the assumptions used to prove the asymptotic normality of maximum likelihood estimates},
+ Volume = {41},
+ Year = {1970}}
+
+@article{Lecue2013,
+ Author = {Lecu\'{e}, Guillaume},
+ Date-Added = {2015-02-20 16:40:09 +0000},
+ Date-Modified = {2015-10-01 17:10:16 +0000},
+ Journal = {J. Stat. Plan. Inference},
+ Pages = {1022--1025},
+ Title = {Comment to ``Generic chaining and the {$\ell_1$}-penalty'' by {Sara~van~de~Geer}},
+ Volume = {143},
+ Year = {2013}}
+
+@unpublished{Lecue2014,
+ Author = {Lecu\'{e}, Guillaume and Mendelson, Shahar},
+ Date-Added = {2015-10-01 17:01:25 +0000},
+ Date-Modified = {2015-10-01 17:02:28 +0000},
+ Title = {Estimation properties of regularization methods under the small ball property},
+ Year = {2014}}
+
+@book{Ledoux1991,
+ Address = {Berlin},
+ Author = {Ledoux, Michel and Talagrand, Michel},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.10.30},
+ Title = {Probability in {B}anach Spaces},
+ Year = {1991}}
+
+@inproceedings{Lee2012,
+ Author = {Lee, Jason D. and Sun, Yuekai},
+ Booktitle = {Adv. Neural Information Processing Systems},
+ Date-Added = {2015-07-13 13:28:26 +0000},
+ Date-Modified = {2015-07-13 13:29:15 +0000},
+ Title = {Proximal {N}ewton-type methods for convex optimization},
+ Year = {2012}}
+
+@article{Lee2014,
+ Author = {Lee, Jason D. and Sun, Yuekai and Taylor, Jonathan E.},
+ Note = {arXiv:1305.7477v7},
+ Owner = {yhli},
+ Timestamp = {2014.08.05},
+ Title = {On model selection consistency of {$M$}-estimators with geometrically decomposable penalties},
+ Year = {2014}}
+
+@inproceedings{Lee2013a,
+ Author = {Lee, Jason D. and Sun, Yuekai and Taylor, Jonathan E.},
+ Booktitle = {Advances in Neural Information Processing Systems},
+ Owner = {yhli},
+ Timestamp = {2014.08.05},
+ Title = {On model selection consistency of {M}-estimators with geometrically decomposable penalties},
+ Year = {2013}}
+
+@article{Lee1996,
+ Author = {Lee, Wee Sun and Bartlett, Peter L. and Williamson, Robert C.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = nov,
+ Number = {6},
+ Owner = {yhli},
+ Pages = {2118--2132},
+ Timestamp = {2014.11.05},
+ Title = {Efficient agnostic learning of neural networks with bounded fan-in},
+ Volume = {42},
+ Year = {1996}}
+
+@inproceedings{Lee2013,
+ Author = {Lee, Yin Tat and Rao, Satish and Srivastava, Nikhil},
+ Booktitle = {Proc. 45th Ann. ACM Symp. Theory of Computing},
+ Owner = {yhli},
+ Pages = {755--764},
+ Timestamp = {2014.03.18},
+ Title = {A new approach to computing maximum flow using electrical flows},
+ Year = {2013}}
+
+@book{Lehmann1998,
+ Address = {New York, NY},
+ Author = {Lehmann, E. L. and Casella, George},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.06.18},
+ Title = {Theory of Point Estimation},
+ Year = {1998}}
+
+@article{Lemarechal1997,
+ Author = {Lemar\'{e}chal, Claude and Sagastiz\'{a}bal, Claudia},
+ Journal = {SIAM J. Optim.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {367--385},
+ Timestamp = {2014.02.14},
+ Title = {Practical aspects of the {M}oreau-{Y}osida regularization: Theoretical preliminaries},
+ Volume = {7},
+ Year = {1997}}
+
+@article{Li2015e,
+ Author = {Li, Jin and Pereira, Rajesh and Plosker, Sarah},
+ Date-Added = {2015-09-22 10:26:16 +0000},
+ Date-Modified = {2015-09-22 10:27:11 +0000},
+ Journal = {Linear Algebra Appl.},
+ Pages = {158--171},
+ Title = {Some geometric interpretations of quantum fidelity},
+ Volume = {487},
+ Year = {2015}}
+
+@article{Li1986,
+ Author = {Li, Ker-Chau},
+ Journal = {Ann. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {1101--1112},
+ Timestamp = {2014.07.09},
+ Title = {Asymptotic optimality of {$C_L$} and generalized cross-validation in ridge regression with application to spline smoothing},
+ Volume = {14},
+ Year = {1986}}
+
+@article{Li1985,
+ Author = {Li, Ker-Chau},
+ Journal = {Ann. Stat.},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1352--1377},
+ Timestamp = {2014.07.04},
+ Title = {From {S}tein's unbiased risk estimates to the method of generalized cross validation},
+ Volume = {13},
+ Year = {1985}}
+
+@inproceedings{Li2015d,
+ Author = {Li, Ping and Zhang, Cun-Hui},
+ Booktitle = {Proc. 18th Int. Conf. Artificial Intelligence and Statistics},
+ Date-Added = {2015-05-14 22:41:13 +0000},
+ Date-Modified = {2015-05-14 22:42:21 +0000},
+ Pages = {617--625},
+ Title = {Compressed sensing with very sparse {G}aussian random projections},
+ Year = {2015}}
+
+@conference{Li2015a,
+ Author = {Li, Yen-Huan and Cevher, Volkan},
+ Booktitle = {40th IEEE Conf. Acoustics, Speech and Signal Processing},
+ Date-Added = {2015-03-03 12:47:36 +0000},
+ Date-Modified = {2015-03-03 12:49:08 +0000},
+ Title = {Consistency of {$\ell_1$}-regularized maximum-likelihood for compressive {P}oisson regression},
+ Year = {2015}}
+
+@techreport{Li2015c,
+ Author = {Li, Yen-Huan and Cevher, Volkan},
+ Date-Added = {2015-04-09 17:06:42 +0000},
+ Date-Modified = {2015-04-09 17:08:51 +0000},
+ Institution = {{\'{E}}cole Polytechnique F\'{e}d\'{e}rale de Lausanne},
+ Title = {Consistency of {$\ell_1$}-regularized maximum-likelihood for compressive {P}oisson regression},
+ Type = {{EPFL-REPORT-205082}},
+ Year = {2015}}
+
+@techreport{Li2015b,
+ Author = {Li, Yen-Huan and Hsieh, Ya-Ping and Cevher, Volkan},
+ Date-Added = {2015-03-09 01:03:01 +0000},
+ Date-Modified = {2015-03-09 01:03:01 +0000},
+ Institution = {\'{E}cole Polytechnique F\'{e}d\'{e}rale de Lausanne},
+ Title = {A geometric view on constrained {$M$}-estimators},
+ Type = {{EPFL-REPORT-205083}},
+ Year = {2015}}
+
+@conference{Li2015,
+ Author = {Li, Yen-Huan and Scarlett, Jonathan and Ravikumar, Pradeep and Cevher, Volkan},
+ Booktitle = {Proc. 18th Inf. Conf. Artificial Intelligence and Statistics},
+ Institution = {{\'{E}}cole Polytechnique F\'{e}d\'{e}rale de Lausanne},
+ Owner = {yhli},
+ Pages = {644--652},
+ Timestamp = {2014.08.22},
+ Title = {Sparsistency of $\ell_1$-regularized {$M$}-estimators},
+ Year = {2015}}
+
+@article{Li2014a,
+ Author = {Li, Yen-Huan and Scarlett, Jonathan and Ravikumar, Pradeep and Cevher, Volkan},
+ Note = {arXiv:1410.7605 [math.ST]},
+ Owner = {yhli},
+ Timestamp = {2014.11.13},
+ Title = {Sparsistency of {$\ell_1$}-regularized {$M$}-estimators},
+ Year = {2014}}
+
+@article{Linden1999,
+ Author = {Linden, N. and Popescu, S. and Sudbery, A.},
+ Date-Added = {2015-06-17 15:13:33 +0000},
+ Date-Modified = {2015-06-17 15:14:24 +0000},
+ Journal = {Phys. Rev. Lett.},
+ Number = {2},
+ Title = {Nonlocal parameters for multiparticle density matrices},
+ Volume = {83},
+ Year = {1999}}
+
+@article{Lions1979,
+ Author = {Lions, P. L. and Mercier, B.},
+ Journal = {SIAM J. Numer. Anal.},
+ Month = dec,
+ Number = {6},
+ Owner = {yhli},
+ Pages = {964--979},
+ Timestamp = {2014.02.18},
+ Title = {Splitting algorithms for the sum of two nonlinear operators},
+ Volume = {16},
+ Year = {1979}}
+
+@inproceedings{Liu2011,
+ Author = {Liu, Yi-Kai},
+ Booktitle = {Adv. Neural Information Processing Systems 24},
+ Owner = {yhli},
+ Timestamp = {2015.01.21},
+ Title = {Universal low-rank matrix recovery from {P}auli measurements},
+ Year = {2011}}
+
+@article{Liu2011a,
+ Author = {Liu, Yi-Kai},
+ Date-Added = {2015-02-19 14:23:39 +0000},
+ Date-Modified = {2015-02-19 14:29:21 +0000},
+ Note = {arXiv:1103.2816v2 [quant-ph]},
+ Title = {Universal low-rank matrix recovery from {P}auli measurements},
+ Year = {2011}}
+
+@article{Lobo1998,
+ Author = {Lobo, Miguel Sousa and Vandenberghe, Lieven and Boyd, Stephen and Lebret, Herv\'{e}},
+ Date-Added = {2015-08-25 16:25:51 +0000},
+ Date-Modified = {2015-08-25 16:27:14 +0000},
+ Journal = {Linear Algebra Appl.},
+ Pages = {193--228},
+ Title = {Applications of second-order cone programming},
+ Volume = {284},
+ Year = {1998}}
+
+@article{Lockhart2014,
+ Author = {Lockhart, Richard and Taylor, Jonathan and Tibshirani, Ryan J. and Tibshirani, Robert},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {413--468},
+ Timestamp = {2014.07.28},
+ Title = {A significance test for the lasso},
+ Volume = {42},
+ Year = {2014}}
+
+@article{Lounici2008,
+ Author = {Lounici, Karim},
+ Date-Modified = {2016-05-23 12:59:21 +0000},
+ Journal = {Electron. J. Stat.},
+ Owner = {yhli},
+ Pages = {90--102},
+ Timestamp = {2014.11.26},
+ Title = {Sup-norm convergence rate and sign concentration property of {L}asso and {D}antzig estimators},
+ Volume = {2},
+ Year = {2008}}
+
+@article{Lovasz2012,
+ Author = {Lov\'{a}sz, L and De\'{a}k, I.},
+ Date-Added = {2015-07-24 12:29:15 +0000},
+ Date-Modified = {2015-07-24 12:30:20 +0000},
+ Journal = {Eur. J. Oper. Res.},
+ Pages = {152--161},
+ Title = {Computational results of an $O^*(n^4)$ volume algorithm},
+ Volume = {216},
+ Year = {2012}}
+
+@article{Lovasz2006,
+ Author = {Lov\'{a}sz, L\'{a}szl\'{o} and Vempala, Santosh},
+ Date-Added = {2015-07-23 13:33:44 +0000},
+ Date-Modified = {2015-07-23 13:35:26 +0000},
+ Journal = {J. Comput. Syst. Sci.},
+ Pages = {392--417},
+ Title = {Simulated annealing in convex bodies and an $O^*(n^4)$ volume algorithm},
+ Volume = {72},
+ Year = {2006}}
+
+@article{Lustig2007,
+ Author = {Lustig, Michael and Donoho, David and Pauly, John M.},
+ Date-Added = {2015-08-05 11:28:03 +0000},
+ Date-Modified = {2015-08-05 11:29:23 +0000},
+ Journal = {Magn. Reson. Med.},
+ Pages = {1182--1195},
+ Title = {Sparse {MRI}: The application of compressed sensing for rapid {MR} imaging},
+ Volume = {58},
+ Year = {2007}}
+
+@article{Lustig2008,
+ Author = {Lustig, Michael and Donoho, David L. and Santos, Juan M. and Pauly, John M.},
+ Date-Added = {2015-09-24 15:39:41 +0000},
+ Date-Modified = {2016-05-23 13:01:31 +0000},
+ Journal = {IEEE Signal Process. Mag.},
+ Number = {2},
+ Pages = {72--82},
+ Title = {Compressed sensing {MRI}},
+ Volume = {25},
+ Year = {2008}}
+
+@article{Lvovsky2004,
+ Author = {Lvovsky, A. I.},
+ Date-Added = {2015-06-16 15:47:21 +0000},
+ Date-Modified = {2015-06-16 15:48:15 +0000},
+ Journal = {J. Opt. B: Quantum Semiclass. Opt.},
+ Title = {Iterative maximum-likelihood reconstruction in quantum homodyne tomography},
+ Volume = {6},
+ Year = {2004}}
+
+@inproceedings{Mairal2012,
+ Author = {Mairal, Julien and Yu, Bin},
+ Booktitle = {Proc. 29th Int. Conf. Machine Learning},
+ Owner = {yhli},
+ Timestamp = {2014.07.11},
+ Title = {Complexity analysis of the {L}asso regularization path},
+ Year = {2012}}
+
+@book{Mallat2009,
+ Address = {Burlington, MA},
+ Author = {Mallat, St\'{e}phane},
+ Date-Added = {2015-09-07 09:34:31 +0000},
+ Date-Modified = {2015-09-07 09:37:46 +0000},
+ Edition = {third},
+ Publisher = {Academic Press},
+ Title = {A Wavelet Tour of Signal Processing: The Sparse Way},
+ Year = {2009}}
+
+@article{Mallat1993,
+ Author = {Mallat, St\'{e}phane G. and Zhang, Zhifeng},
+ Journal = {IEEE Trans. Sig. Process.},
+ Month = dec,
+ Number = {12},
+ Owner = {yhli},
+ Pages = {3397--3415},
+ Timestamp = {2014.03.28},
+ Title = {Matching pursuits with time-frequency dictionaries},
+ Volume = {41},
+ Year = {1993}}
+
+@article{Mallows1973,
+ Author = {Mallows, C. L.},
+ Journal = {Technometrics},
+ Month = nov,
+ Number = {4},
+ Owner = {yhli},
+ Pages = {661--675},
+ Timestamp = {2014.07.08},
+ Title = {Some comments on {$C_p$}},
+ Volume = {15},
+ Year = {1973}}
+
+@article{Mangasarian2011,
+ Author = {Mangasarian, O. L. and Recht, Benjamin},
+ Journal = {Eur. J. Oper. Res.},
+ Owner = {yhli},
+ Pages = {27--30},
+ Timestamp = {2014.07.01},
+ Title = {Probability of unique integer solution to a system of linear equations},
+ Volume = {214},
+ Year = {2011}}
+
+@article{Markowitz1952,
+ Author = {Markowtiz, Harry},
+ Date-Added = {2015-08-20 12:08:22 +0000},
+ Date-Modified = {2015-08-20 12:09:48 +0000},
+ Journal = {J. Finance},
+ Number = {1},
+ Pages = {77--91},
+ Title = {Portfolio selection},
+ Volume = {7},
+ Year = {1952}}
+
+@book{Massart2007,
+ Address = {Berlin},
+ Author = {Massart, Pascal},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.07.25},
+ Title = {Concentration Inequalities and Model Selection},
+ Year = {2007}}
+
+@article{Massart2000,
+ Author = {Massart, Pascal},
+ Journal = {Ann. Probab.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {863--884},
+ Timestamp = {2015.01.29},
+ Title = {About the constants in {T}alagrand's concentration inequalities for empirical processes},
+ Volume = {28},
+ Year = {2000}}
+
+@article{Massart1990,
+ Author = {Massart, P.},
+ Date-Added = {2015-05-21 12:35:19 +0000},
+ Date-Modified = {2015-05-21 12:36:11 +0000},
+ Journal = {Ann. Probab.},
+ Number = {3},
+ Pages = {1269--1283},
+ Title = {The tight constant in the {D}votetzky-{K}iefer-{W}olfowitz inequality},
+ Volume = {18},
+ Year = {1990}}
+
+@phdthesis{McCoy2013,
+ Author = {McCoy, Michael B.},
+ Owner = {yhli},
+ School = {California Institute of Technology},
+ Timestamp = {2014.07.17},
+ Title = {A geometric analysis of convex demixing},
+ Year = {2013}}
+
+@article{McCoy2014a,
+ Author = {McCoy, Michael B. and Cevher, Volkan and Tran-Dinh, Quoc and Asaei, Afsaneh and Baldassarre, Luca},
+ Journal = {IEEE Signal Process. Mag.},
+ Month = may,
+ Number = {3},
+ Owner = {yhli},
+ Pages = {87--95},
+ Timestamp = {2014.06.17},
+ Title = {Convexity in source separation: Models, geometry, and algorithms},
+ Volume = {31},
+ Year = {2014}}
+
+@article{McCoy2014,
+ Author = {McCoy, Michael B. and Tropp, Joel A.},
+ Journal = {Found. Comput. Math.},
+ Owner = {yhli},
+ Pages = {503--567},
+ Timestamp = {2014.06.10},
+ Title = {Sharp recovery bounds for convex demixing, with applications},
+ Volume = {14},
+ Year = {2014}}
+
+@book{McCullagh1989,
+ Address = {London},
+ Author = {McCullagh, P. and Nelder, J. A.},
+ Edition = {second},
+ Owner = {yhli},
+ Publisher = {Chapman and Hall},
+ Timestamp = {2014.09.19},
+ Title = {Generalized Linear Models},
+ Year = {1989}}
+
+@article{Meinshaussen2013,
+ Author = {Meinshausen, Nicolai},
+ Date-Added = {2015-05-18 17:08:27 +0000},
+ Date-Modified = {2016-05-23 12:59:28 +0000},
+ Journal = {Electron. J. Stat.},
+ Pages = {1607--1631},
+ Title = {Sign-constrained least squares estimation for high-dimensional regression},
+ Volume = {7},
+ Year = {2013}}
+
+@article{Meinshausen2006,
+ Author = {Meinshausen, Nicolai and B\"{u}hlmann, Peter},
+ Journal = {Ann. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {1436--1462},
+ Timestamp = {2014.06.25},
+ Title = {High-dimensional graphs and variable selection with the {L}asso},
+ Volume = {34},
+ Year = {2006}}
+
+@article{Meinshausen2009,
+ Author = {Meinshausen, Nicolai and Yu, Bin},
+ Journal = {Ann. Stat.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {246--270},
+ Timestamp = {2014.11.14},
+ Title = {{L}asso-type recovery of sparse representations for high-dimensional data},
+ Volume = {37},
+ Year = {2009}}
+
+@article{Mendelson2015,
+ Author = {Mendelson, Shahar},
+ Date-Added = {2015-05-26 11:55:37 +0000},
+ Date-Modified = {2015-08-05 15:55:16 +0000},
+ Journal = {J. ACM},
+ Number = {3},
+ Title = {Learning without concentration},
+ Volume = {62},
+ Year = {2015}}
+
+@article{Mendelson2014,
+ Author = {Mendelson, Shahar},
+ Date-Added = {2015-09-17 12:47:21 +0000},
+ Date-Modified = {2015-10-01 13:05:46 +0000},
+ Note = {arXiv:1410.3192v1 [stat.ML]},
+ Title = {Learning without concentration for general loss functions},
+ Year = {2014}}
+
+@article{Mendelson2001,
+ Author = {Mendelson, S.},
+ Date-Added = {2015-07-30 13:43:50 +0000},
+ Date-Modified = {2015-07-30 13:45:01 +0000},
+ Journal = {Posit.},
+ Pages = {177--191},
+ Title = {$\ell$-norm and its application to learning theory},
+ Volume = {5},
+ Year = {2001}}
+
+@article{Mendelson2007,
+ Author = {Mendelson, Shahar and Pajor, Alain and Tomczak-Jaegermann, Nicole},
+ Journal = {Geom. Funct. Anal.},
+ Owner = {yhli},
+ Pages = {1248--1282},
+ Timestamp = {2015.01.29},
+ Title = {Reconstruction and subgaussian operators in asymptotic geometric analysis},
+ Volume = {17},
+ Year = {2007}}
+
+@article{Menni2012,
+ Author = {Menni, Tarek and Chaumette, Eric and Larzabal, Pascal and Barbot, Jean Pierre},
+ Date-Added = {2015-06-19 12:23:21 +0000},
+ Date-Modified = {2015-06-19 12:24:37 +0000},
+ Journal = {IEEE Trans. Sig. Process.},
+ Number = {3},
+ Pages = {1032--1049},
+ Title = {New results on deterministic {C}ram\'{e}r-{R}ao bounds for real and complex parameters},
+ Volume = {60},
+ Year = {2012}}
+
+@article{Merkel2013,
+ Author = {Merkel, Seth T. and Gambetta, Jay M. and Smolin, John A. and Poletto, Stefano and C\'{o}rcoles, Antonio D. and Johnson, Blake R. and Ryan, Colm A. and Steffen, Matthias},
+ Journal = {Phys. Rev. A},
+ Owner = {yhli},
+ Pages = {062119},
+ Timestamp = {2014.03.25},
+ Title = {Self-consistent quantum process tomography},
+ Volume = {87},
+ Year = {2013}}
+
+@book{Milman2001,
+ Author = {Milman, Vitali D. and Schechtman, Gideon},
+ Edition = {Second},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.07.18},
+ Title = {Asymptotic Theory of Finite Dimensional Normed Spaces},
+ Year = {2001}}
+
+@article{Minty1964,
+ Author = {Minty, George J.},
+ Journal = {Pac. J. Math.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {243--247},
+ Timestamp = {2014.02.14},
+ Title = {On the monotonicity of the gradient of a convex function},
+ Volume = {14},
+ Year = {1964}}
+
+@article{Minty1962,
+ Author = {Minty, George J.},
+ Journal = {Duke Math. J.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {341--346},
+ Timestamp = {2014.02.14},
+ Title = {Monotone (nonlinear) operators in {H}ilbert space},
+ Volume = {29},
+ Year = {1962}}
+
+@article{Mittelbach2012,
+ Author = {Mittelbach, Martin and Matthiesen, Bho and Jorswieck, Eduard A.},
+ Date-Added = {2015-06-19 12:27:59 +0000},
+ Date-Modified = {2015-06-19 12:29:02 +0000},
+ Journal = {IEEE Trans. Sig. Process.},
+ Number = {5},
+ Pages = {2167--2179},
+ Title = {Sampling uniformly from the set of positive definite matrices with trace constraint},
+ Volume = {60},
+ Year = {2012}}
+
+@article{Molina-Terriza2004,
+ Author = {Molina-Terriza, G. and Vaziri, A. and \v{R}eh\'{a}\v{c}ek, J and Hradil, Z. and Zeilinger, A.},
+ Date-Added = {2015-06-16 15:48:37 +0000},
+ Date-Modified = {2015-06-16 15:49:43 +0000},
+ Journal = {Phys. Rev. Lett.},
+ Number = {16},
+ Title = {Triggered qutrits for quantum communication protocols},
+ Volume = {92},
+ Year = {2004}}
+
+@article{Montanari2014,
+ Author = {Montanari, Andrea},
+ Note = {arXiv:1409.3821v2 [stat.CO]},
+ Owner = {yhli},
+ Timestamp = {2015.02.05},
+ Title = {Computational implications of reducing data to sufficient statistics},
+ Year = {2014}}
+
+@article{Moreau1965,
+ Author = {Moreau, Jean-Jacques},
+ Journal = {Bull. Soc. Math. Fr.},
+ Owner = {yhli},
+ Pages = {273--299},
+ Timestamp = {2014.02.14},
+ Title = {Proximit\'{e} et dualit\'{e} dans un espace hilbertien},
+ Volume = {93},
+ Year = {1965}}
+
+@article{Motamedvaziri2014,
+ Author = {Motamedvaziri, Delaram and Rohban, Mohammad H. and Saligrama, Venkatesh},
+ Note = {arXiv:1307.4666v2 [math.ST]},
+ Owner = {yhli},
+ Timestamp = {2014.09.18},
+ Title = {Sparse signal recovery under {P}oisson statistics},
+ Year = {2014}}
+
+@article{Nedic2014,
+ Author = {Nedi{\'{c}}, Angelia and Lee, Soomin},
+ Journal = {SIAM J. Optim.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {84--107},
+ Timestamp = {2014.08.19},
+ Title = {On stochastic subgradient mirror-descent algorithm with weighted averaging},
+ Volume = {24},
+ Year = {2014}}
+
+@article{Needell2009,
+ Author = {Needell, D. and Tropp, J. A.},
+ Journal = {Appl. Comput. Harmon. Anal.},
+ Owner = {yhli},
+ Pages = {301--321},
+ Timestamp = {2014.04.14},
+ Title = {{CoSaMP}: Iterative signal recovery from incomplete and inaccurate samples},
+ Volume = {26},
+ Year = {2009}}
+
+@article{Negahban2010,
+ Author = {Negahban, Sahand and Ravikumar, Pradeep and Wainwright, Martin J. and Yu, Bin},
+ Note = {arXiv:1010.2731v1 [math.ST]},
+ Owner = {yhli},
+ Timestamp = {2015.01.29},
+ Title = {A unified framework for high-dimensional analysis of {$M$}-estimators with decomposable regularizers},
+ Year = {2010}}
+
+@article{Negahban2012,
+ Author = {Negahban, Sahand N. and Ravikumar, Pradeep and Wainwright, Martin J. and Yu, Bin},
+ Journal = {Stat. Sci.},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {538--557},
+ Timestamp = {2014.04.22},
+ Title = {A unified framework for high-dimensional analysis of {$M$}-estimators with decomposable regularizers},
+ Volume = {27},
+ Year = {2012}}
+
+@article{Nelder1972,
+ Author = {Nelder, J. A. and Wedderburn, R. W. M.},
+ Journal = {J. R. Stat. Soc. Ser. A},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {370--384},
+ Timestamp = {2014.03.13},
+ Title = {Generalized linear models},
+ Volume = {135},
+ Year = {1972}}
+
+@unpublished{Nemirovski2012,
+ Author = {Nemirovski, Arkadi},
+ Date-Added = {2015-08-20 14:18:42 +0000},
+ Date-Modified = {2015-08-20 14:19:32 +0000},
+ Title = {Introduction to Linear Optimization},
+ Year = {2012}}
+
+@article{Nemirovski2004,
+ Author = {Nemirovski, Arkadi},
+ Journal = {SIAM J. Optim.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {229--251},
+ Timestamp = {2014.03.18},
+ Title = {Prox-method with rate of convergence $O(1/t)$ for variational inequalities with {L}ipschitz continuous monotone operators and smooth convex-concave saddle point problems},
+ Volume = {15},
+ Year = {2004}}
+
+@unpublished{Nemirovski2004a,
+ Author = {Nemirovski, Arkadi},
+ Date-Added = {2015-06-24 13:13:53 +0000},
+ Date-Modified = {2015-06-24 13:14:33 +0000},
+ Title = {Interior Point Polynomial Time Methods in Convex Programming},
+ Year = {2004}}
+
+@unpublished{Nemirovski1994,
+ Author = {Nemirovski, A.},
+ Owner = {yhli},
+ Timestamp = {2014.04.02},
+ Title = {Efficient methods in convex programming},
+ Year = {1994}}
+
+@article{Nemirovski2009,
+ Author = {Nemirovski, A. and Juditsky, A. and Lan, G. and Shapiro, A.},
+ Journal = {SIAM J. Optim.},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1574--1609},
+ Timestamp = {2014.04.23},
+ Title = {Robust stochastic approximation approach to stochastic programming},
+ Volume = {19},
+ Year = {2009}}
+
+@article{Nemirovskii1985,
+ Author = {Nemirovskii, A. S. and Nesterov, Yu. E.},
+ Journal = {U.S.S.R. Comput. Math. Math. Phys.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {21--30},
+ Timestamp = {2014.04.01},
+ Title = {Optimal methods of smooth convex minimization},
+ Volume = {25},
+ Year = {1985}}
+
+@book{Nemirovsky1983,
+ Address = {Chichester},
+ Author = {Nemirovsky, A. S. and Yudin, D. B.},
+ Owner = {yhli},
+ Publisher = {John Wiley \& Sons},
+ Timestamp = {2014.04.23},
+ Title = {Problem complexity and method efficiency in optimization},
+ Year = {1983}}
+
+@techreport{Nesterov2015,
+ Author = {Nesterov, Yurii},
+ Date-Added = {2015-02-13 11:57:46 +0000},
+ Date-Modified = {2015-02-13 12:00:25 +0000},
+ Institution = {Center for Operations Research and Econometrics},
+ Title = {Complexity bounds for primal-dual methods minimizing the model of objective function},
+ Type = {{CORE} Discussion Paper},
+ Year = {2015}}
+
+@article{Nesterov2015b,
+ Author = {Nesterov, Yu},
+ Date-Modified = {2015-07-23 15:38:02 +0000},
+ Journal = {Math. Program., Ser. A},
+ Owner = {yhli},
+ Pages = {381--404},
+ Timestamp = {2014.03.18},
+ Title = {Universal gradient methods for convex optimization problems},
+ Volume = {152},
+ Year = {2015}}
+
+@article{Nesterov2013,
+ Author = {Nesterov, Yu.},
+ Date-Added = {2015-06-02 11:38:49 +0000},
+ Date-Modified = {2015-06-02 11:39:48 +0000},
+ Journal = {Math. Program., Ser. B},
+ Pages = {125--161},
+ Title = {Gradient methods for minimizing composite functions},
+ Volume = {140},
+ Year = {2013}}
+
+@article{Nesterov2012,
+ Author = {Nesterov, Yu.},
+ Journal = {SIAM J. Optim.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {341--362},
+ Timestamp = {2014.03.26},
+ Title = {Efficiency of coordinate descent methods on huge-scale optimization problems},
+ Volume = {22},
+ Year = {2012}}
+
+@article{Nesterov2009,
+ Author = {Nesterov, Yurii},
+ Journal = {Math. Program., Ser. B},
+ Owner = {yhli},
+ Pages = {221--259},
+ Timestamp = {2014.04.29},
+ Title = {Primal-dual subgradient methods for convex problems},
+ Volume = {120},
+ Year = {2009}}
+
+@article{Nesterov2005,
+ Author = {Nesterov, Yu.},
+ Journal = {Math. Program., Ser. A},
+ Owner = {yhli},
+ Pages = {127--152},
+ Timestamp = {2014.02.26},
+ Title = {Smooth minimization of non-smooth functions},
+ Volume = {103},
+ Year = {2005}}
+
+@book{Nesterov2004,
+ Address = {Boston, MA},
+ Author = {Nesterov, Yurii},
+ Owner = {yhli},
+ Publisher = {Kluwer},
+ Timestamp = {2014.01.21},
+ Title = {Introductory Lectures on Convex Optimization},
+ Year = {2004}}
+
+@article{Nesterov2013a,
+ Author = {Nesterov, Yurii and Nemirovski, Arkadi},
+ Date-Added = {2015-09-18 10:46:44 +0000},
+ Date-Modified = {2015-09-18 11:06:27 +0000},
+ Journal = {Acta Numer.},
+ Pages = {509--575},
+ Title = {On first-order algorithms for $\ell_1$/nuclear norm minimization},
+ Year = {2013}}
+
+@book{Nesterov1994,
+ Address = {Philadelphia, PA},
+ Author = {Nesterov, Yurii and Nemirovskii, Arkadii},
+ Owner = {yhli},
+ Publisher = {SIAM},
+ Timestamp = {2014.01.21},
+ Title = {Interior-Point Polynomial Algorithms in Convex Programming},
+ Year = {1994}}
+
+@article{Nesterov2015a,
+ Author = {Nesterov, Yu. and Shikhman, V.},
+ Date-Added = {2015-06-11 16:30:37 +0000},
+ Date-Modified = {2015-06-11 16:31:49 +0000},
+ Journal = {J. Optim. Theory Appl.},
+ Pages = {917--940},
+ Title = {Quasi-monotone subgradient methods for nonsmooth convex minimization},
+ Volume = {165},
+ Year = {2015}}
+
+@article{Nesterov1983,
+ Author = {Nesterov, Yu. E.},
+ Journal = {Soviet Math. Dokl.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {372--376},
+ Timestamp = {2014.02.14},
+ Title = {A method of solving a convex programming problem with convergence rate {$O( 1 / k^2 )$}},
+ Volume = {27},
+ Year = {1983}}
+
+@conference{Netrapalli2013,
+ Author = {Netrapalli, Praneeth and Jain, Prateek and Sanghavi, Sujay},
+ Booktitle = {Adv. Neural Information Processing Systems 26},
+ Date-Added = {2015-09-22 17:54:46 +0000},
+ Date-Modified = {2015-09-22 17:55:51 +0000},
+ Title = {Phase retrieval using alternating minimization},
+ Year = {2013}}
+
+@article{Nickl2013,
+ Author = {Nickl, Richard and van de Geer, Sara},
+ Date-Added = {2015-05-14 22:48:02 +0000},
+ Date-Modified = {2015-05-14 22:48:55 +0000},
+ Journal = {Ann. Stat.},
+ Number = {6},
+ Pages = {2852--2876},
+ Title = {Confidence sets in sparse regression},
+ Volume = {41},
+ Year = {2013}}
+
+@book{Nielsen2010,
+ Address = {Cambridge, UK},
+ Author = {Nielsen, Michael A. and Chuang, Isaac L.},
+ Date-Added = {2015-04-07 15:33:12 +0000},
+ Date-Modified = {2015-04-07 15:34:12 +0000},
+ Publisher = {Cambridge Univ. Press},
+ Title = {Quantum Computation and Quantum Information},
+ Year = {2010}}
+
+@conference{Odor2016,
+ Author = {Odor, Gergely and Li, Yen-Huan and Yurtsever, Alp and Hsieh, Ya-Ping and El Halabi, Marwa and Tran-Dinh, Quoc and Cevher, Volkan},
+ Booktitle = {41st IEEE Int. Conf. Acoustics, Speech and Signal Processing},
+ Date-Added = {2015-09-30 12:34:33 +0000},
+ Date-Modified = {2016-01-26 10:32:08 +0000},
+ Title = {{F}rank-{W}olfe works for non-{L}ipschitz continuous gradient objectives: Scalable {P}oisson phase retrieval},
+ Year = {2016}}
+
+@article{Ong2015,
+ Author = {Ong, Frank and Lustig, Michael},
+ Date-Added = {2015-08-11 15:38:22 +0000},
+ Date-Modified = {2015-08-11 15:39:40 +0000},
+ Note = {arXiv:1507.08751v2 [cs.SY]},
+ Title = {Beyond low rank + sparse: Multi-scale low rank matrix decomposition},
+ Year = {2015}}
+
+@article{Ortega1968,
+ Author = {Ortega, J. M.},
+ Journal = {Amer. Math. Mon.},
+ Number = {6},
+ Owner = {yhli},
+ Pages = {658--660},
+ Timestamp = {2014.06.05},
+ Title = {The {N}ewton-{K}antorovich theorem},
+ Volume = {75},
+ Year = {1968}}
+
+@book{Ortega2000,
+ Address = {Philadelphia, PA},
+ Author = {Ortega, J. M. and Rheinboldt, W. C.},
+ Owner = {yhli},
+ Publisher = {Soc. Ind. Appl. Math.},
+ Timestamp = {2014.10.10},
+ Title = {Iterative Solution of Nonlinear Equations in Several Variables},
+ Year = {2000}}
+
+@article{Osborne2000,
+ Author = {Osborne, M. R. and Presnell, Brett and Turlach, B. A.},
+ Journal = {IMA J. Numer. Anal.},
+ Owner = {yhli},
+ Pages = {389--404},
+ Timestamp = {2014.07.09},
+ Title = {A new approach to variable selection in least squares problems},
+ Volume = {20},
+ Year = {2000}}
+
+@article{Oymak2013b,
+ Author = {Oymak, Samet and Hassibi, Babak},
+ Note = {arXiv:1305.2714v5},
+ Owner = {yhli},
+ Timestamp = {2014.11.12},
+ Title = {Sharp {MSE} bounds for proximal denoising},
+ Year = {2013}}
+
+@article{Oymak2015,
+ Author = {Oymak, Samet and Jalai, Amin and Fazel, Maryam and Eldar, Yonina C. and Hassibi, Babak},
+ Date-Added = {2015-07-29 12:41:01 +0000},
+ Date-Modified = {2015-07-29 12:42:15 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {5},
+ Pages = {2886--2908},
+ Title = {Simultaneously structured models with application to sparse and low-rank matrices},
+ Volume = {61},
+ Year = {2015}}
+
+@article{Oymak2013,
+ Author = {Oymak, Samet and Thrampoulidis, Christos and Hassibi, Babak},
+ Note = {arXiv:1311.0830v2 [cs.IT]},
+ Owner = {yhli},
+ Timestamp = {2014.06.24},
+ Title = {The squared-error of generalized {LASSO}: A precise analysis},
+ Year = {2013}}
+
+@article{Oymak2013a,
+ Author = {Oymak, Samet and Thrampoulidis, Christos and Hassibi, Babak},
+ Note = {arXiv:1312.0641v2 [cs.IT]},
+ Owner = {yhli},
+ Timestamp = {2014.07.04},
+ Title = {Simple bounds for noisy linear inverse problems with exact side information},
+ Year = {2013}}
+
+@article{Palomar2006,
+ Author = {Palomar, Daniel P. and Verd{\'{u}}, Sergio},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = jan,
+ Number = {1},
+ Owner = {yhli},
+ Pages = {141--154},
+ Timestamp = {2014.06.18},
+ Title = {Gradient of mutual information in linear vector {G}aussian channels},
+ Volume = {52},
+ Year = {2006}}
+
+@inproceedings{Papachristodoulou2007,
+ Author = {Papachristodoulou, Antonis and Recht, Ben},
+ Booktitle = {American Control Conf.},
+ Date-Added = {2015-08-11 13:03:40 +0000},
+ Date-Modified = {2015-08-11 13:05:19 +0000},
+ Pages = {4872--4877},
+ Title = {Determining interconnections in chemical reaction networks},
+ Year = {2007}}
+
+@article{Park1999,
+ Author = {Park, Sehie},
+ Journal = {Vietnam J. Math.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {187--222},
+ Timestamp = {2014.04.17},
+ Title = {Ninety years of the {B}rouwer fixed point theorem},
+ Volume = {27},
+ Year = {1999}}
+
+@article{Parreira2012,
+ Author = {Parreira, Wemerson D. and Bermudex, Jos\'{e} Carlos M. and Richard, C\'{e}dric and Tourneret, Jean-Yves},
+ Journal = {IEEE Trans. Sig. Process.},
+ Month = may,
+ Number = {5},
+ Owner = {yhli},
+ Pages = {2208--2222},
+ Timestamp = {2014.12.05},
+ Title = {Stochastic behavior analysis of the {G}aussian kernel least-mean-square algorithm},
+ Volume = {60},
+ Year = {2012}}
+
+@article{Passty1979,
+ Author = {Passty, Gregory B.},
+ Journal = {J. Math. Anal. Appl.},
+ Owner = {yhli},
+ Pages = {383--390},
+ Timestamp = {2014.11.19},
+ Title = {Ergodic convergence to a zero of the sum of monotone operators in {H}ilbert space},
+ Volume = {72},
+ Year = {1979}}
+
+@article{Peshkir1995,
+ Author = {Peshkir, G. and Shiryaev, A. N.},
+ Date-Added = {2015-02-25 19:19:04 +0000},
+ Date-Modified = {2015-02-25 19:20:51 +0000},
+ Journal = {Russ. Math. Surv.},
+ Number = {5},
+ Pages = {849--904},
+ Title = {The {K}hintchine inequalities and martingale expanding sphere of their action},
+ Volume = {50},
+ Year = {1995}}
+
+@article{Pilanci2014,
+ Author = {Pilanci, Mert and Wainwright, Martin J.},
+ Date-Added = {2015-07-29 12:37:59 +0000},
+ Date-Modified = {2015-07-29 12:38:53 +0000},
+ Note = {arXiv:1411.0347v1 [math.OC]},
+ Title = {Iterative {H}essian sketch: Fast and accurate solution approximation for constrained least-squares},
+ Year = {2014}}
+
+@incollection{Pisier1986,
+ Address = {Berlin},
+ Author = {Pisier, Gilles},
+ Booktitle = {Probability and Analysis},
+ Date-Added = {2015-03-26 10:16:09 +0000},
+ Date-Modified = {2015-03-26 10:20:29 +0000},
+ Editor = {Letta, Giorgio and Pratelli, Maurizio},
+ Pages = {167--241},
+ Publisher = {Springer},
+ Series = {Lecture Notes in Mathematics},
+ Title = {Probabilistic methods in the geometry of {B}anach spaces},
+ Volume = {1206},
+ Year = {1986}}
+
+@article{Plan2015,
+ Author = {Plan, Yaniv and Vershynin, Roman},
+ Date-Added = {2015-02-17 13:50:29 +0000},
+ Date-Modified = {2015-03-09 00:39:07 +0000},
+ Note = {arXiv:1502.0407v1 [cs.IT]},
+ Title = {The generalized {L}asso with non-linear observations},
+ Year = {2015}}
+
+@article{Plan2014,
+ Author = {Plan, Yaniv and Vershynin, Roman},
+ Journal = {Discrete Comput. Geom.},
+ Owner = {yhli},
+ Pages = {438--461},
+ Timestamp = {2014.10.29},
+ Title = {Dimension reduction by random hyperplane tessellations},
+ Volume = {51},
+ Year = {2014}}
+
+@article{Plan2013,
+ Author = {Plan, Yaniv and Vershynin, Roman},
+ Journal = {Commun. Pure Appl. Math.},
+ Owner = {yhli},
+ Pages = {1275--1297},
+ Timestamp = {2014.06.18},
+ Title = {One-bit compressed sensing by linear programming},
+ Volume = {LXVI},
+ Year = {2013}}
+
+@article{Plan2013a,
+ Author = {Plan, Yaniv and Vershynin, Roman},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = jan,
+ Number = {1},
+ Owner = {yhli},
+ Pages = {482--494},
+ Timestamp = {2014.06.18},
+ Title = {Robust $1$-bit compressed sensing and sparse logistic regression: A convex programming approach},
+ Volume = {59},
+ Year = {2013}}
+
+@article{Plan2014a,
+ Author = {Plan, Yaniv and Vershynin, Roman and Yudovina, Elena},
+ Note = {arXiv:1404.3749v1 [math.PR]},
+ Owner = {yhli},
+ Timestamp = {2014.10.30},
+ Title = {High-dimensional estimation with geometric constraints},
+ Year = {2014}}
+
+@book{Pollard1990,
+ Address = {Hayward},
+ Author = {Pollard, David},
+ Owner = {yhli},
+ Publisher = {Inst. Math. Stat.},
+ Timestamp = {2014.07.29},
+ Title = {Empirical Processes: Theory and Applications},
+ Year = {1990}}
+
+@article{Pollard1989,
+ Author = {Pollard, David},
+ Journal = {Stat. Sci.},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {341--366},
+ Timestamp = {2015.01.26},
+ Title = {Asymptotics via empirical processes},
+ Volume = {4},
+ Year = {1989}}
+
+@book{Pollard1984,
+ Address = {New York, NY},
+ Author = {Pollard, David},
+ Date-Added = {2015-02-19 14:55:22 +0000},
+ Date-Modified = {2015-02-19 14:56:41 +0000},
+ Publisher = {Springer-Verl.},
+ Title = {Convergence of Stochastic Processes},
+ Year = {1984}}
+
+@book{Polyak1987,
+ Address = {New York, NY},
+ Author = {Polyak, Boris T.},
+ Owner = {yhli},
+ Publisher = {Optimization Softw., Inc.},
+ Timestamp = {2014.05.02},
+ Title = {Introduction to Optimization},
+ Year = {1987}}
+
+@article{Polyak1963,
+ Author = {Polyak, B. T.},
+ Journal = {{USSR} Comput. Math. Math. Phys.},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {864--878},
+ Timestamp = {2014.03.22},
+ Title = {Gradient methods for the minimisation of functionals},
+ Volume = {3},
+ Year = {1963}}
+
+@book{Pukelsheim2006,
+ Address = {Philadelphia, PA},
+ Author = {Pukelsheim, Friedrich},
+ Date-Added = {2015-07-29 12:33:12 +0000},
+ Date-Modified = {2015-07-29 12:34:12 +0000},
+ Publisher = {SIAM},
+ Title = {Optimal Design of Experiments},
+ Year = {2006}}
+
+@article{Raginsky2010,
+ Author = {Raginsky, Maxim and Willett, Rebecca M. and Harmany, Zachary T. and Marcia, Roummel F.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = aug,
+ Number = {8},
+ Owner = {yhli},
+ Pages = {3990--2010},
+ Timestamp = {2014.06.18},
+ Title = {Compressed sensing performance bounds under {P}oisson noise},
+ Volume = {58},
+ Year = {2010}}
+
+@inproceedings{Rao2012,
+ Author = {Rao, Nikhil and Recht, Benjamin and Nowak, Robert},
+ Booktitle = {Adv. Neural Information Processing Systems},
+ Owner = {yhli},
+ Timestamp = {2014.11.06},
+ Title = {Universal measurement bounds for structured sparse signal recovery},
+ Year = {2012}}
+
+@article{Raskutti2011,
+ Author = {Raskutti, Garvesh and Wainwright, Martin J. and Yu, Bin},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = oct,
+ Number = {10},
+ Owner = {yhli},
+ Pages = {6976--6994},
+ Timestamp = {2014.09.15},
+ Title = {Minimax rates of estimation for high-dimensional linear regression over $\ell_q$-balls},
+ Volume = {57},
+ Year = {2011}}
+
+@incollection{Rauhut2010,
+ Address = {Berlin},
+ Author = {Rauhut, Holger},
+ Booktitle = {Theoretical foundations and numerical methods for sparse recovery},
+ Editor = {Fornasier, Massimo},
+ Owner = {yhli},
+ Pages = {1--92},
+ Publisher = {de Gruyter},
+ Timestamp = {2014.06.10},
+ Title = {Compressive sensing and structured random matrices},
+ Year = {2010}}
+
+@article{Ravikumar2010,
+ Author = {Ravikumar, Pradeep and Wainwright, Martin J. and Lafferty, John D.},
+ Journal = {Ann. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {1287--1319},
+ Timestamp = {2014.05.20},
+ Title = {High-dimensional {I}sing model selection using $\ell_1$-regularized logistic regression},
+ Volume = {38},
+ Year = {2010}}
+
+@article{Ravikumar2011,
+ Author = {Ravikumar, Pradeep and Wainwright, Martin J. and Raskutti, Garvesh and Yu, Bin},
+ Journal = {Electron. J. Stat.},
+ Owner = {yhli},
+ Pages = {935--980},
+ Timestamp = {2014.05.19},
+ Title = {High-dimensional covariance estimation by minimizing $\ell_1$-penalized log-determinant divergence},
+ Volume = {5},
+ Year = {2011}}
+
+@article{Recht2010,
+ Author = {Recht, Benjamin and Fazel, Maryam and Parrilo, Pablo A.},
+ Date-Added = {2015-08-19 16:58:54 +0000},
+ Date-Modified = {2015-08-19 17:00:06 +0000},
+ Journal = {SIAM Rev.},
+ Number = {3},
+ Pages = {471--501},
+ Title = {Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization},
+ Volume = {52},
+ Year = {2010}}
+
+@article{Reeves2013,
+ Author = {Reeves, Galen and Gastpar, Michael C.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = jun,
+ Number = {6},
+ Owner = {yhli},
+ Pages = {3451--3465},
+ Timestamp = {2014.11.20},
+ Title = {Approximate sparsity pattern recovery: Information-theoretic lower bounds},
+ Volume = {59},
+ Year = {2013}}
+
+@article{Rejchel2012,
+ Author = {Rejchel, Wojciech},
+ Journal = {J. Mach. Learn. Res.},
+ Owner = {yhli},
+ Pages = {1373--1392},
+ Timestamp = {2014.03.13},
+ Title = {On ranking and generalization bounds},
+ Volume = {13},
+ Year = {2012}}
+
+@article{Renegar1988,
+ Author = {Renegar, James},
+ Date-Added = {2015-08-27 13:11:33 +0000},
+ Date-Modified = {2015-08-27 13:12:25 +0000},
+ Journal = {Math. Program.},
+ Pages = {59--93},
+ Title = {A polynomial-time algorithm, based on {N}ewton's method, for linear programming},
+ Volume = {40},
+ Year = {1988}}
+
+@conference{Robbins1956,
+ Author = {Robbins, Herbert},
+ Booktitle = {Proc. 3th Berkeley Symp. Mathematical Statistics and Probability},
+ Date-Added = {2015-03-09 23:07:23 +0000},
+ Date-Modified = {2015-03-09 23:10:16 +0000},
+ Pages = {157--163},
+ Title = {An empirical {B}ayes approach to statistics},
+ Volume = {1},
+ Year = {1956}}
+
+@article{Robbins1951,
+ Author = {Robbins, Herbert and Monro, Sutton},
+ Journal = {Ann. Math. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {400--407},
+ Timestamp = {2014.04.07},
+ Title = {A stochastic approximation method},
+ Volume = {22},
+ Year = {1951}}
+
+@article{Rockafellar1976,
+ Author = {Rockafellar, R. Tyrrell},
+ Journal = {SIAM J. Control Optim.},
+ Number = {5},
+ Owner = {yhli},
+ Pages = {877--898},
+ Timestamp = {2014.02.14},
+ Title = {Monotone operators and the proximal point algorithm},
+ Volume = {14},
+ Year = {1976}}
+
+@article{Rockafellar1970,
+ Author = {Rockafellar, R. T.},
+ Journal = {Pac. J. Math.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {209--216},
+ Timestamp = {2014.04.16},
+ Title = {On the maximal monotonicity of subdifferential mappings},
+ Volume = {33},
+ Year = {1970}}
+
+@article{Rockafellar1970a,
+ Author = {Rockafellar, R. T.},
+ Journal = {Trans. Amer. Math. Soc.},
+ Month = may,
+ Owner = {yhli},
+ Pages = {75--88},
+ Timestamp = {2014.11.19},
+ Title = {On the maximality of sums of nonlinear monotone operators},
+ Volume = {149},
+ Year = {1970}}
+
+@book{Rockafellar1970b,
+ Address = {Princeton, NJ},
+ Author = {Rockafellar, R. Tyrrell},
+ Owner = {yhli},
+ Publisher = {Princeton Univ. Press},
+ Timestamp = {2014.11.19},
+ Title = {Convex Analysis},
+ Year = {1970}}
+
+@article{Rockafellar1966,
+ Author = {Rockafellar, R. T.},
+ Journal = {Duke Math. J.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {81--89},
+ Timestamp = {2014.11.12},
+ Title = {Extension of {F}enchel's duality theorem for convex functions},
+ Volume = {33},
+ Year = {1966}}
+
+@article{Rohde2011,
+ Author = {Rohde, Angelika and Tsybakov, Alexandre B.},
+ Date-Added = {2015-04-07 14:10:06 +0000},
+ Date-Modified = {2015-04-07 14:11:01 +0000},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Pages = {887--930},
+ Title = {Estimation of high-dimensional low-rank matrices},
+ Volume = {39},
+ Year = {2011}}
+
+@article{Rohn2000,
+ Author = {Rohn, Ji\v{r}\'{i}},
+ Journal = {Linear Multilinear Algebra},
+ Owner = {yhli},
+ Pages = {195--204},
+ Timestamp = {2014.10.09},
+ Title = {Computing the norm $\left\Vert A \right\Vert_{\infty, 1}$ is {NP}-hard},
+ Volume = {47},
+ Year = {2000}}
+
+@article{Roman2014,
+ Author = {Roman, Bogdan and Adcock, Ben and Hansen, Anders},
+ Date-Added = {2015-09-24 17:26:59 +0000},
+ Date-Modified = {2015-09-24 17:27:52 +0000},
+ Note = {arXiv:1406.4178v2 [math.FA]},
+ Title = {On asymptotic structure in compressed sensing},
+ Year = {2014}}
+
+@article{Rosen1988,
+ Author = {von Rosen, Dietrich},
+ Journal = {Scand. J. Stat.},
+ Owner = {yhli},
+ Pages = {97--109},
+ Timestamp = {2014.06.18},
+ Title = {Moments for the inverted {W}ishart distribution},
+ Volume = {15},
+ Year = {1988}}
+
+@article{Rosset2007,
+ Author = {Rosset, Saharon and Zhu, Ji},
+ Journal = {Ann. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {1012--1030},
+ Timestamp = {2014.07.16},
+ Title = {Piecewise linear regularized solution paths},
+ Volume = {35},
+ Year = {2007}}
+
+@article{Rothman2008,
+ Author = {Rothman, Adam J. and Bickel, Peter J. and Levina, Elizaveta and Zhu, Ji},
+ Date-Modified = {2016-05-23 12:59:36 +0000},
+ Journal = {Electron. J. Stat.},
+ Owner = {yhli},
+ Pages = {494--515},
+ Timestamp = {2014.06.10},
+ Title = {Sparse permutation invariant covariance estimation},
+ Volume = {2},
+ Year = {2008}}
+
+@article{Rudelson2008,
+ Author = {Rudelson, Mark and Vershynin, Roman},
+ Journal = {Commun. Pure Appl. Math.},
+ Owner = {yhli},
+ Pages = {1025--1045},
+ Timestamp = {2014.02.14},
+ Title = {On sparse reconstruction from {F}ourier and {G}aussian measurements},
+ Volume = {LXI},
+ Year = {2008}}
+
+@article{Rudin1992,
+ Author = {Rudin, Leonid I. and Osher, Stanley and Fatemi, Emad},
+ Journal = {Phys. D},
+ Owner = {yhli},
+ Pages = {259--268},
+ Timestamp = {2015.09.14},
+ Title = {Nonlinear total variation based noise removal algorithms},
+ Volume = {60},
+ Year = {1992}}
+
+@article{Saligrama2011,
+ Author = {Saligrama, Venkatesh and Zhao, Manqi},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = mar,
+ Number = {3},
+ Owner = {yhli},
+ Pages = {1567--1586},
+ Timestamp = {2015.01.30},
+ Title = {Thresholded basis pursuit: {LP} algorithm for order-wise optimal support recovery for sparse and approximately sparse signals from noisy random measurements},
+ Volume = {57},
+ Year = {2011}}
+
+@inproceedings{Scholkopf2001,
+ Author = {Sch\"{o}lkopf, Bernhard and Herbrich, Ralf and Smola, Alex J.},
+ Booktitle = {{COLT/EuroCOLT} 2001},
+ Date-Added = {2015-03-23 17:51:45 +0000},
+ Date-Modified = {2015-03-23 17:53:01 +0000},
+ Pages = {416--426},
+ Title = {A generalized representer theorem},
+ Year = {2001}}
+
+@book{Schneider2008,
+ Address = {Berlin},
+ Author = {Schneider, Rolf and Weil, Wolfgang},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2014.07.21},
+ Title = {Stochastic and Integral Geometry},
+ Year = {2008}}
+
+@book{Schuster2012,
+ Address = {Berlin},
+ Author = {Schuster, Thomas and Kaltenbacher, Barbara and Hofmann, Bernd and Kazimierski, Kamil S.},
+ Owner = {yhli},
+ Publisher = {De Gruyter},
+ Timestamp = {2014.04.16},
+ Title = {Regularization methods in {B}anach spaces},
+ Year = {2012}}
+
+@article{Schwarz1978,
+ Author = {Schwarz, Gideon},
+ Date-Added = {2015-06-19 10:12:20 +0000},
+ Date-Modified = {2015-06-19 10:12:52 +0000},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Pages = {461--464},
+ Title = {Estimating the dimension of a model},
+ Volume = {6},
+ Year = {1978}}
+
+@book{Serre1977,
+ Address = {New York, NY},
+ Author = {Serre, Jean-Pierre},
+ Date-Added = {2015-05-20 15:30:47 +0000},
+ Date-Modified = {2015-05-20 15:31:47 +0000},
+ Publisher = {Springer-Verl.},
+ Title = {Linear representations of finite groups},
+ Year = {1977}}
+
+@article{Shalev-Shwartz2012a,
+ Author = {Shalev-Shwartz, Shai},
+ Journal = {Found. Trends Mach. Learn.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {107--194},
+ Timestamp = {2014.11.20},
+ Title = {Online learning and online convex optimization},
+ Volume = {4},
+ Year = {2012}}
+
+@inproceedings{Shalev-Shwartz2012,
+ Author = {Shalev-Shwartz, Shai and Shamir, Ohad and Tromer, Eran},
+ Booktitle = {Proc. 15th Int. Conf. Artificial Intelligence and Statistics},
+ Owner = {yhli},
+ Timestamp = {2014.07.02},
+ Title = {Using more data to speed-up training time},
+ Year = {2012}}
+
+@article{Shao1997,
+ Author = {Shao, Jun},
+ Journal = {Stat. Sin.},
+ Owner = {yhli},
+ Pages = {221--264},
+ Timestamp = {2014.07.10},
+ Title = {An asymptotic theory for linear model selection},
+ Volume = {7},
+ Year = {1997}}
+
+@article{Shechtman2015,
+ Author = {Shechtman, Yoav and Eldar, Yonina C. and Cohen, Oren and Chapman, Henry N. and Miao, Jianwei and Segev, Mordechai},
+ Date-Added = {2015-09-22 10:42:45 +0000},
+ Date-Modified = {2016-05-23 13:01:07 +0000},
+ Journal = {IEEE Signal Process. Mag.},
+ Number = {3},
+ Pages = {87--109},
+ Title = {Phase retrieval with application to optical imaging},
+ Volume = {32},
+ Year = {2015}}
+
+@unpublished{Silva2014,
+ Author = {Silva, Jorge F. and Derpich, Milan S.},
+ Owner = {yhli},
+ Timestamp = {2014.11.11},
+ Title = {On the characterization of $\ell_p$-compressible ergodic sequences},
+ Year = {2014}}
+
+@inproceedings{Silva2014a,
+ Author = {Silva, Jorge F. and Derpich, Milan S.},
+ Booktitle = {IEEE Int. Conf. Information Theory},
+ Owner = {yhli},
+ Pages = {2654--2658},
+ Timestamp = {2014.11.11},
+ Title = {Precise best $k$-term approximation error analysis of ergodic processes},
+ Year = {2014}}
+
+@article{Silverstein1985,
+ Author = {Silverstein, Jack W.},
+ Journal = {Ann. Probab.},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1364--1368},
+ Timestamp = {2014.06.18},
+ Title = {The smallest eigenvalue of a large dimensional {W}ishart matrix},
+ Volume = {13},
+ Year = {1985}}
+
+@article{Skellam1946,
+ Author = {Skellam, J. G.},
+ Journal = {J. R. Stat. Soc.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {296},
+ Timestamp = {2014.08.18},
+ Title = {The frequency distribution of the difference between two {P}oisson variates beloning to different populations},
+ Volume = {109},
+ Year = {1946}}
+
+@article{Slawski2013,
+ Author = {Slawski, Martin and Hein, Matthias},
+ Date-Added = {2015-05-19 11:08:32 +0000},
+ Date-Modified = {2015-05-19 11:10:29 +0000},
+ Journal = {Electron. J. Stat.},
+ Pages = {3004--3056},
+ Title = {Non-negative least squares for high-dimensional linear models: Consistency and sparse recovery without regularization},
+ Volume = {7},
+ Year = {2013}}
+
+@article{Slawski2015,
+ Author = {Slawski, Martin and Li, Ping and Hein, Matthias},
+ Date-Added = {2015-05-18 16:58:23 +0000},
+ Date-Modified = {2015-05-18 16:59:43 +0000},
+ Note = {arXiv:1504.06305v1 [stat.ML]},
+ Title = {Regularization-free estimation in trace regression with symmetric positive semidefinite matrices},
+ Year = {2015}}
+
+@article{Smale1998,
+ Author = {Smale, Steve},
+ Date-Added = {2015-08-20 11:51:56 +0000},
+ Date-Modified = {2015-08-20 11:55:31 +0000},
+ Journal = {Math. Intell.},
+ Number = {2},
+ Pages = {7--15},
+ Title = {Mathematical problems for the next century},
+ Volume = {20},
+ Year = {1998}}
+
+@inproceedings{Sojoudi2014,
+ Author = {Sojoudi, Somayeh and Doyle, John},
+ Booktitle = {52nd Ann. Allerton Conf. Communication, Control, and Computing},
+ Date-Added = {2015-09-15 18:23:00 +0000},
+ Date-Modified = {2015-09-15 18:24:53 +0000},
+ Pages = {350--357},
+ Title = {Study of the brain functional network using synthetic data},
+ Year = {2014}}
+
+@article{Sorber2012,
+ Author = {Sorber, Laurent and Van Barel, Marc and De Lathauwer, Lieven},
+ Date-Added = {2015-09-17 17:39:37 +0000},
+ Date-Modified = {2015-09-17 17:45:27 +0000},
+ Journal = {SIAM J. Optim.},
+ Number = {3},
+ Pages = {879--898},
+ Title = {Unconstrained optimization of real functions in complex variables},
+ Volume = {22},
+ Year = {2012}}
+
+@article{Spielman2004,
+ Author = {Spielman, Daniel A. and Teng, Shang-Hua},
+ Date-Added = {2015-08-20 11:39:01 +0000},
+ Date-Modified = {2015-08-20 11:40:01 +0000},
+ Journal = {J. ACM},
+ Number = {3},
+ Pages = {385--463},
+ Title = {Smoothed analysis of algorithms: Why the simplex algorithm usually takes polynomial time},
+ Volume = {51},
+ Year = {2004}}
+
+@article{Spokoiny2012,
+ Author = {Spokoiny, Vladimir},
+ Date-Added = {2015-09-08 12:52:52 +0000},
+ Date-Modified = {2015-09-08 12:53:47 +0000},
+ Journal = {Ann. Stat.},
+ Number = {6},
+ Pages = {2877--2909},
+ Title = {Parametric estimation. Finite sample theory},
+ Volume = {40},
+ Year = {2012}}
+
+@article{Stam1959,
+ Author = {Stam, A. J.},
+ Journal = {Inf. Control},
+ Owner = {yhli},
+ Pages = {101--112},
+ Timestamp = {2014.07.28},
+ Title = {Some inequalities satisfied by the quantities of information of {F}isher and {S}hannon},
+ Volume = {2},
+ Year = {1959}}
+
+@inproceedings{Starck2005,
+ Author = {Starck, J.-L. and Moudden, Y. and Bobin, J. and Elad, M. and Donoho, D. L.},
+ Booktitle = {Proc. SPIE 5914, Wavelets XI},
+ Owner = {yhli},
+ Pages = {5914Q1--15},
+ Timestamp = {2014.08.05},
+ Title = {Morphological component analysis},
+ Year = {2005}}
+
+@article{Stein1981,
+ Author = {Stein, Charles M.},
+ Journal = {Ann. Stat.},
+ Number = {6},
+ Owner = {yhli},
+ Pages = {1135--1151},
+ Timestamp = {2014.07.04},
+ Title = {Estimation of the mean of a multivariate normal distribution},
+ Volume = {9},
+ Year = {1981}}
+
+@article{Steinwart2005,
+ Author = {Steinwart, Ingo},
+ Date-Added = {2015-03-24 15:32:12 +0000},
+ Date-Modified = {2015-03-24 15:33:21 +0000},
+ Journal = {IEEE Trans. Inf. Theory},
+ Number = {1},
+ Pages = {128--142},
+ Title = {Consistency of support vector machines and other regularized kernel classifiers},
+ Volume = {51},
+ Year = {2005}}
+
+@book{Steinwart2008,
+ Address = {New York, NY},
+ Author = {Steinwart, Ingo and Christmann, Andreas},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2015.01.12},
+ Title = {Support vector machines},
+ Year = {2008}}
+
+@article{Stewart2009,
+ Author = {Stewart, Se\'{a}n M.},
+ Journal = {J. Inequal. Pure Appl. Math.},
+ Owner = {yhli},
+ Timestamp = {2014.08.28},
+ Title = {On certain inequalities involving the {L}ambert {$W$} function},
+ Volume = {10},
+ Year = {2009}}
+
+@article{Stojnic2013,
+ Author = {Stojnic, Mihailo},
+ Note = {arXiv:1303.7291v1 [cs.IT]},
+ Owner = {yhli},
+ Timestamp = {2015.01.23},
+ Title = {A framework to characterize performance of {LASSO} algorithms},
+ Year = {2013}}
+
+@article{Strohmer2009,
+ Author = {Strohmer, Thomas and Vershynin, Roman},
+ Journal = {J. Fourier Anal. Appl.},
+ Owner = {yhli},
+ Pages = {262--278},
+ Timestamp = {2014.08.18},
+ Title = {A randomized {K}arczmarz algorithm with exponential convergence},
+ Volume = {15},
+ Year = {2009}}
+
+@article{Studer2012a,
+ Author = {Studer, Ghristoph and Kuppinger, Patrick and Pope, Graeme and B\"{o}lcskei, Helmut},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = may,
+ Number = {5},
+ Owner = {yhli},
+ Pages = {3115--3130},
+ Timestamp = {2014.07.22},
+ Title = {Recovery of sparsely corrupted signals},
+ Volume = {58},
+ Year = {2012}}
+
+@article{Studer2012,
+ Author = {Studer, Vincent and Bobin, J\'{e}rome and Chahid, Makhlad and Mousavi, Hamed Shams and Candes, Emmanuel and Dahan, Maxime},
+ Journal = {Proc. Natl. Acad. Sci.},
+ Month = jun,
+ Number = {26},
+ Owner = {yhli},
+ Pages = {E1679--E1687},
+ Timestamp = {2014.06.24},
+ Title = {Compressive fluorescence microscopy for biological and hyperspectral imaging},
+ Volume = {109},
+ Year = {2012}}
+
+@book{Sugiyama2014,
+ Address = {Tokyo},
+ Author = {Sugiyama, Takanori},
+ Date-Added = {2015-05-23 17:26:35 +0000},
+ Date-Modified = {2015-05-23 17:27:46 +0000},
+ Publisher = {Springer},
+ Title = {Finite Sample Analysis in Quantum Estimation},
+ Year = {2014}}
+
+@article{Sugiyama2013,
+ Author = {Sugiyama, Takanori and Turner, Peter S. and Murao, Mio},
+ Date-Added = {2015-05-22 14:33:03 +0000},
+ Date-Modified = {2015-05-22 14:34:20 +0000},
+ Journal = {Phys. Rev. Lett.},
+ Title = {Precision-guaranteed quantum tomography},
+ Volume = {111},
+ Year = {2013}}
+
+@article{Sugiyama2011,
+ Author = {Sugiyama, Takanori and Turner, Peter S. and Murao, Mio},
+ Date-Added = {2015-05-22 15:29:22 +0000},
+ Date-Modified = {2015-05-22 15:30:22 +0000},
+ Journal = {Phys. Rev. A},
+ Title = {Error probability analysis in quantum tomography: A tool for evaluating experiments},
+ Volume = {83},
+ Year = {2011}}
+
+@article{Suykens2013,
+ Author = {Suykens, Johan A. K.},
+ Date-Added = {2015-06-09 11:55:03 +0000},
+ Date-Modified = {2015-06-09 11:55:44 +0000},
+ Journal = {Phys. Rev. A},
+ Title = {Generating quantum-measurement probabilities from an optimality principle},
+ Volume = {87},
+ Year = {2013}}
+
+@conference{Talagrand2010,
+ Author = {Talagrand, Michel},
+ Booktitle = {Proc. 42nd ACM Symp. Theory of computing},
+ Date-Added = {2015-03-10 12:45:23 +0000},
+ Date-Modified = {2015-03-10 12:46:45 +0000},
+ Pages = {13--35},
+ Title = {Are many small sets explicitly small?},
+ Year = {2010}}
+
+@book{Talagrand2005,
+ Address = {Berlin},
+ Author = {Talagrand, Michel},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.07.25},
+ Title = {The Generic Chaining},
+ Year = {2005}}
+
+@article{Talagrand1996,
+ Author = {Talagrand, Michel},
+ Date-Added = {2015-02-24 11:18:10 +0000},
+ Date-Modified = {2015-02-24 11:19:28 +0000},
+ Journal = {Ann. Stat.},
+ Number = {3},
+ Pages = {1049--1103},
+ Title = {Majorizing measures: The generic chaining},
+ Volume = {24},
+ Year = {1996}}
+
+@article{Tao2015,
+ Author = {Tao, Terence},
+ Note = {arXiv:1509.05363v2 [math.CO]},
+ Owner = {yhli},
+ Timestamp = {2015.10.02},
+ Title = {The {E}rd\H{o}s discrepancy problem},
+ Year = {2015}}
+
+@article{Tao2005,
+ Author = {Tao, Terence},
+ Journal = {Math. Res. Lett.},
+ Owner = {yhli},
+ Pages = {121--127},
+ Timestamp = {2014.07.21},
+ Title = {An uncertainty principle for cyclic groups of prime order},
+ Volume = {12},
+ Year = {2005}}
+
+@article{Taylor2013,
+ Author = {Taylor, Jonathan},
+ Journal = {Bernoulli},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1449--1464},
+ Timestamp = {2014.07.28},
+ Title = {The geometry of least squares in the 21st century},
+ Volume = {19},
+ Year = {2013}}
+
+@article{Teo2010,
+ Author = {Teo, Choon Hui and Vishwanathan, S.V.N. and Smola, Alex and Le, Quoc V.},
+ Date-Added = {2015-09-21 20:08:52 +0000},
+ Date-Modified = {2015-09-21 20:10:32 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {311--365},
+ Title = {Bundle methods for regularized risk minimization},
+ Volume = {11},
+ Year = {2010}}
+
+@article{Thrampoulidis2015,
+ Author = {Thrampoulidis, Christos and Abbasi, Ehsan and Hassibi, Babak},
+ Date-Added = {2015-09-29 15:43:33 +0000},
+ Date-Modified = {2015-09-29 15:44:34 +0000},
+ Note = {arXiv:1506.02181v1 [math.ST]},
+ Title = {The {LASSO} with non-linear measurements is equivalent to one with linear measurements},
+ Year = {2015}}
+
+@inproceedings{Thrampoulidis2014,
+ Author = {Thrampoulidis, Christos and Oymak, Samet and Hassibi, Babak},
+ Booktitle = {IEEE Int. Symp. Information Theory},
+ Owner = {yhli},
+ Pages = {3007--3011},
+ Timestamp = {2014.07.28},
+ Title = {Simple error bounds for regularized noisy linear inverse problems},
+ Year = {2014}}
+
+@article{Tibshirani1996,
+ Author = {Tibshirani, Robert},
+ Journal = {J. R. Stat. Soc., Ser. B},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {267--288},
+ Timestamp = {2014.02.14},
+ Title = {Regression shrinkage and selection via the lasso},
+ Volume = {58},
+ Year = {1996}}
+
+@article{Tibshirani2001,
+ Author = {Tibshirani, Robert and Walther, Guenther and Hastie, Trevor},
+ Date-Added = {2015-06-19 09:59:27 +0000},
+ Date-Modified = {2015-06-19 10:00:18 +0000},
+ Journal = {J. R. Stat. Soc. B},
+ Pages = {411--423},
+ Title = {Estimating the number of clusters in a data set via the gap statistic},
+ Volume = {63},
+ Year = {2001}}
+
+@article{Tibshirani2012,
+ Author = {Tibshirani, Ryan J. and Taylor, Jonathan},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Owner = {yhli},
+ Pages = {1198--1232},
+ Timestamp = {2014.07.08},
+ Title = {Degrees of freedom in lasso problems},
+ Volume = {40},
+ Year = {2012}}
+
+@article{Tibshirani2011,
+ Author = {Tibshirani, Ryan J. and Taylor, Jonathan},
+ Journal = {Ann. Stat.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {1335--1371},
+ Timestamp = {2014.07.16},
+ Title = {The solution path of the generalized lasso},
+ Volume = {39},
+ Year = {2011}}
+
+@article{Tosic2011,
+ Author = {To\v{s}i\'{c}, Ivana and Frossard, Pascal},
+ Date-Added = {2015-09-23 13:05:50 +0000},
+ Date-Modified = {2016-05-23 13:01:16 +0000},
+ Journal = {IEEE Signal Process. Mag.},
+ Number = {2},
+ Pages = {27--38},
+ Title = {Dictionary learning},
+ Volume = {28},
+ Year = {2011}}
+
+@article{Tran-Dinh2015a,
+ Author = {Tran-Dinh, Quoc and Cevher, Volkan},
+ Date-Added = {2015-03-04 18:48:00 +0000},
+ Date-Modified = {2015-03-04 19:07:32 +0000},
+ Note = {arXiv:1406.5403v2 [math.OC]},
+ Title = {A primal-dual algorithmic framework for constrained convex minimization},
+ Year = {2015}}
+
+@article{Tran-Dinh2015c,
+ Author = {Tran-Dinh, Quoc and Cevher, Volkan},
+ Date-Added = {2015-07-27 12:29:20 +0000},
+ Date-Modified = {2015-07-27 12:30:33 +0000},
+ Note = {arXiv:1507.06243v1 [math.OC]},
+ Title = {An optimal first-order primal-dual gap reduction framework for constrained convex optimization},
+ Year = {2015}}
+
+@article{Tran-Dinh2015b,
+ Author = {Tran-Dinh, Quoc and Kyrillidis, Anastasios and Cevher, Volkan},
+ Date-Modified = {2015-06-26 16:04:12 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Owner = {yhli},
+ Pages = {371--416},
+ Timestamp = {2014.08.27},
+ Title = {Composite self-concordant minimization},
+ Volume = {16},
+ Year = {2015}}
+
+@inproceedings{Tran-Dinh2015,
+ Address = {Cham},
+ Author = {Tran-Dinh, Quoc and Li, Yen-Huan and Cevher, Volkan},
+ Booktitle = {Model. Comput. \& Optim. in Inf. Syst. \& Manage. Sci.},
+ Date-Modified = {2015-06-25 15:13:13 +0000},
+ Owner = {yhli},
+ Pages = {155--168},
+ Publisher = {Springer},
+ Timestamp = {2015.02.04},
+ Title = {Composite convex minimization involving self-concordant-like cost functions},
+ Year = {2015}}
+
+@inproceedings{Tran-Dinh2014a,
+ Author = {Tran-Dinh, Quoc and Li, Yen-Huan and Cevher, Volkan},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech and Signal Processing},
+ Owner = {yhli},
+ Pages = {1503--1507},
+ Timestamp = {2014.08.08},
+ Title = {Barrier smoothing for nonsmooth convex minimization},
+ Year = {2014}}
+
+@article{Tran-Dinh2013,
+ Author = {Tran-Dinh, Quoc and Li, Yen-Huan and Cevher, Volkan},
+ Owner = {yhli},
+ Timestamp = {2014.08.25},
+ Title = {Minimization of self-concordant like functions},
+ Year = {2013}}
+
+@article{Tropp2015,
+ Author = {Tropp, Joel A.},
+ Date-Added = {2015-06-09 11:27:19 +0000},
+ Date-Modified = {2015-06-09 11:28:05 +0000},
+ Note = {arXiv:1506.00340v1 [math.MG]},
+ Title = {Integer representation of a positive-definite matrix},
+ Year = {2015}}
+
+@article{Tropp2014,
+ Author = {Tropp, Joel A.},
+ Note = {arXiv:1405.1102v1 [cs.IT]},
+ Owner = {yhli},
+ Timestamp = {2014.07.23},
+ Title = {Convex recovery of a structured signal from independent random linear measurements},
+ Year = {2014}}
+
+@inproceedings{Tropp2009,
+ Author = {Tropp, Joel A.},
+ Booktitle = {Proc. 20th Annu. ACM-SIAM Symp. Discrete Algorithms},
+ Owner = {yhli},
+ Timestamp = {2014.04.01},
+ Title = {Column subset selection, matrix factorization, and eigenvalue optimization},
+ Year = {2009}}
+
+@article{Tropp2008,
+ Author = {Tropp, Joel A.},
+ Journal = {C. R. Acad. Sci. Paris, Ser. I},
+ Owner = {yhli},
+ Pages = {1271--1274},
+ Timestamp = {2014.05.12},
+ Title = {Norms of random submatrices and sparse approximation},
+ Volume = {346},
+ Year = {2008}}
+
+@article{Tropp2008a,
+ Author = {Tropp, Joel A.},
+ Journal = {Stud. Math.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {67--82},
+ Timestamp = {2014.06.10},
+ Title = {The random paving property for uniformly bounded matrices},
+ Volume = {185},
+ Year = {2008}}
+
+@article{Tropp2008b,
+ Author = {Tropp, Joel A.},
+ Journal = {J. Fourier Anal. Appl.},
+ Owner = {yhli},
+ Pages = {838--858},
+ Timestamp = {2014.07.21},
+ Title = {On the linear independence of spikes and sines},
+ Volume = {14},
+ Year = {2008}}
+
+@article{Tropp2005,
+ Author = {Tropp, Joel A.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = apr,
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1568--1570},
+ Timestamp = {2014.05.12},
+ Title = {Recovery of short, complex linear combinations via $\ell_1$ minimization},
+ Volume = {51},
+ Year = {2005}}
+
+@article{Tropp2010,
+ Author = {Tropp, Joel A. and Wright, Stephen},
+ Journal = {Proc. IEEE},
+ Month = jun,
+ Number = {6},
+ Owner = {yhli},
+ Pages = {948--958},
+ Timestamp = {2014.04.15},
+ Title = {Computational methods for sparse solution of linear inverse problems},
+ Volume = {98},
+ Year = {2010}}
+
+@article{Tropp2007,
+ Author = {Tropp, Joel and Gilbert, Anna},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = dec,
+ Number = {12},
+ Owner = {yhli},
+ Pages = {4655--4666},
+ Timestamp = {2014.04.15},
+ Title = {Signal recovery from random measurements via orthogonal matching pursuit},
+ Volume = {53},
+ Year = {2007}}
+
+@book{Tsybakov2009,
+ Address = {New York},
+ Author = {Tsybakov, Alexandre},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2014.07.29},
+ Title = {Introduction to Nonparametric Estimation},
+ Year = {2009}}
+
+@book{Vaart1998,
+ Address = {Cambridge, UK},
+ Author = {van der Vaart, A. W.},
+ Owner = {yhli},
+ Publisher = {Cambridge Univ. Press},
+ Timestamp = {2014.06.18},
+ Title = {Asymptotic Statistics},
+ Year = {1998}}
+
+@book{Vaart1996,
+ Address = {New York, NY},
+ Author = {van der Vaart, Aad W. and Wellner, Jon A.},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2015.01.29},
+ Title = {Weak Convergence and Empirical Processes},
+ Year = {1996}}
+
+@article{Vaiter2013,
+ Author = {Vaiter, Samuel and Deledalle, Charles-Alban and Peyr\'{e}, Gabriel and Dossal, Charles and Fadili, Jalal},
+ Journal = {Appl. Comput. Harmon. Anal.},
+ Owner = {yhli},
+ Pages = {433--451},
+ Timestamp = {2014.07.04},
+ Title = {Local behavior of sparse analysis regularization: Applications to risk estimation},
+ Volume = {35},
+ Year = {2013}}
+
+@article{Vaiter2014,
+ Author = {Vaiter, Samuel and Peyr\'{e}, Gabriel and Fadili, Jalal},
+ Note = {arXiv:1407.1598v1},
+ Owner = {yhli},
+ Timestamp = {2014.08.05},
+ Title = {Low commplexity regularization of linear inverse problems},
+ Year = {2014}}
+
+@article{Vandenberghe1996,
+ Author = {Vandenberghe, Lieven and Boyd, Stephen},
+ Date-Added = {2015-08-25 16:29:13 +0000},
+ Date-Modified = {2015-08-25 16:29:57 +0000},
+ Journal = {SIAM Rev.},
+ Number = {1},
+ Pages = {49--95},
+ Title = {Semidefinite programming},
+ Volume = {38},
+ Year = {1996}}
+
+@book{Vapnik1982,
+ Address = {New York},
+ Author = {Vapnik, Vladimir},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.08.13},
+ Title = {Estimation of Dependences based on Empirical Data},
+ Year = {1982}}
+
+@book{Vapnik2000,
+ Address = {New York, NY},
+ Author = {Vapnik, Vladimir N.},
+ Edition = second,
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.06.18},
+ Title = {The Nature of Statistical Learning Theory},
+ Year = {2000}}
+
+@article{Vapnik1999,
+ Author = {Vapnik, Vladimir N.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = sep,
+ Number = {5},
+ Owner = {yhli},
+ Pages = {988--999},
+ Timestamp = {2014.06.17},
+ Title = {An overview of statistical learning theory},
+ Volume = {10},
+ Year = {1999}}
+
+@book{Vapnik1998,
+ Address = {New York, NY},
+ Author = {Vapnik, Vladimir N.},
+ Owner = {yhli},
+ Publisher = {John Wiley \& Sons},
+ Timestamp = {2014.06.18},
+ Title = {Statistical Learning Theory},
+ Year = {1998}}
+
+@article{Vapnik1971,
+ Author = {Vapnik, V. N. and Chervonenkis, A. {Ya.}},
+ Date-Added = {2015-03-26 10:04:53 +0000},
+ Date-Modified = {2015-03-26 10:06:37 +0000},
+ Journal = {Theory Probab. Appl.},
+ Number = {2},
+ Pages = {264--280},
+ Title = {On the uniform convergence of relative frequencies of events to their probabilities},
+ Volume = {{XVI}},
+ Year = {1971}}
+
+@inbook{Vazirani2003,
+ Address = {Berlin},
+ Author = {Vazirani, Vijay V.},
+ Chapter = {12},
+ Date-Added = {2015-08-24 15:50:15 +0000},
+ Date-Modified = {2015-08-26 10:47:28 +0000},
+ Pages = {93--107},
+ Publisher = {Springer},
+ Title = {Approximation Algorithms},
+ Year = {2003}}
+
+@incollection{Vershynin2012,
+ Author = {Vershynin, Roman},
+ Booktitle = {Compressed Sensing: Theory and Applications},
+ Chapter = {5},
+ Editor = {Eldar, Y. and Kutyniok, G.},
+ Owner = {yhli},
+ Pages = {210--268},
+ Publisher = {Cambridge Univ. Press},
+ Timestamp = {2015.01.15},
+ Title = {Introduction to the non-asymptotic analysis of random matrices},
+ Year = {2012}}
+
+@article{Vershynin2014,
+ Author = {Vershynin, Roman},
+ Note = {arXiv:1405.5103v1 [math.ST]},
+ Owner = {yhli},
+ Timestamp = {2014.09.23},
+ Title = {Estimation in high dimensions: A geometric perspective},
+ Year = {2014}}
+
+@article{Vrahatis1989,
+ Author = {Vrahatis, Michael N.},
+ Journal = {Proc. AMS},
+ Month = nov,
+ Number = {3},
+ Owner = {yhli},
+ Pages = {701--703},
+ Timestamp = {2014.04.17},
+ Title = {A short proof and a generalization of {M}iranda's existence theorem},
+ Volume = {107},
+ Year = {1989}}
+
+@article{Vu2013,
+ Author = {Vu, Vincent Q. and Lei, Jing},
+ Date-Added = {2015-08-03 15:21:10 +0000},
+ Date-Modified = {2015-08-03 15:22:00 +0000},
+ Journal = {Ann. Stat.},
+ Number = {6},
+ Pages = {2905--2947},
+ Title = {Minimax sparse principal subspace estimation in high dimensions},
+ Volume = {41},
+ Year = {2013}}
+
+@article{Wainwright2014,
+ Author = {Wainwright, Martin J.},
+ Date-Added = {2015-09-29 14:12:09 +0000},
+ Date-Modified = {2015-09-29 14:13:20 +0000},
+ Journal = {Annu. Rev. Stat. Appl.},
+ Pages = {233--253},
+ Title = {Structured regularizers for high-dimensional problems: Statistical and computational issues},
+ Volume = {1},
+ Year = {2014}}
+
+@article{Wainwright2009,
+ Author = {Wainwright, Martin J.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = may,
+ Number = {5},
+ Owner = {yhli},
+ Pages = {2183--2202},
+ Timestamp = {2014.02.14},
+ Title = {Sharp thresholds for high-dimensional and noisy sparsity recovery using {$\ell_1$}-constrained quadratic programming ({L}asso)},
+ Volume = {55},
+ Year = {2009}}
+
+@article{Wainwright2009a,
+ Author = {Wainwright, Martin J.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = dec,
+ Number = {12},
+ Owner = {yhli},
+ Pages = {5728--5741},
+ Timestamp = {2014.11.20},
+ Title = {Information-theoretic limits on sparsity recovery in the high-dimensional and noisy setting},
+ Volume = {55},
+ Year = {2009}}
+
+@article{Wainwright2008,
+ Author = {Wainwright, Martin J. and Jordan, Michael I.},
+ Date-Added = {2015-07-23 13:30:43 +0000},
+ Date-Modified = {2016-05-23 16:18:36 +0000},
+ Journal = {Found. Trends Mach. Learn.},
+ Number = {1--2},
+ Pages = {1--305},
+ Title = {Graphical models, exponential families, and variational inference},
+ Volume = {1},
+ Year = {2008}}
+
+@article{Wang2014,
+ Author = {Wang, Liming and Huang, Jiaji and Yuan, Xin and Krishnamurthy, Kalyani and Greeberg, Joel and Cevher, Volkan and Rodrigues, Miguel R. D. and Brady, David and Calderbank, Robert and Carin, Lawrence},
+ Journal = {SIAM J. Imaging Sci.},
+ Owner = {yhli},
+ Timestamp = {2014.11.28},
+ Title = {Signal recovery and system calibration from multiple compressive {P}oisson measurements},
+ Year = {2014}}
+
+@conference{Wang2014a,
+ Author = {Wang, Liming and Razi, Abolfazl and Rodrigues, Miguel Dias and Calderbank, Robert and Carin, Lawrence},
+ Booktitle = {Proc. 31st Int. Conf. Machine Learning},
+ Date-Added = {2015-03-09 22:25:52 +0000},
+ Date-Modified = {2015-03-09 22:27:11 +0000},
+ Title = {Nonlinear information-theoretic compressive measurement design},
+ Year = {2014}}
+
+@article{Wang2013,
+ Author = {Wang, Yazhen},
+ Journal = {Ann. Stat.},
+ Number = {5},
+ Owner = {yhli},
+ Pages = {2462--2504},
+ Timestamp = {2014.09.09},
+ Title = {Asymptotic equivalence of quantum state tomography and noisy matrix completion},
+ Volume = {41},
+ Year = {2013}}
+
+@article{Wang2014b,
+ Author = {Wang, Zhaoran and Lu, Huanran and Liu, Han},
+ Date-Added = {2015-08-03 15:16:21 +0000},
+ Date-Modified = {2015-08-03 15:17:38 +0000},
+ Note = {arXiv:1408.5352v1 [stat.ML]},
+ Title = {Nonconvex statistical optimization: Minimax-optimal sparse {PCA} in polynomial time},
+ Year = {2014}}
+
+@inproceedings{Wang2014c,
+ Author = {Wang, Zhaoran and Lu, Huanran and Liu, Han},
+ Booktitle = {Adv. Neural Information Processing Systems 27},
+ Date-Added = {2015-08-03 15:17:58 +0000},
+ Date-Modified = {2015-08-03 15:19:12 +0000},
+ Title = {Tighten after relax: Minimax-optimal sparse {PCA} in polynomial time},
+ Year = {2014}}
+
+@article{Ward2009,
+ Author = {Ward, Rachel},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = dec,
+ Number = {12},
+ Owner = {yhli},
+ Pages = {5773--5782},
+ Timestamp = {2014.07.09},
+ Title = {Compressed sensing with cross validation},
+ Volume = {55},
+ Year = {2009}}
+
+@article{Wasserman2014,
+ Author = {Wasserman, Larry},
+ Date-Added = {2015-09-15 09:46:33 +0000},
+ Date-Modified = {2015-09-15 09:48:27 +0000},
+ Journal = {Ann. Stat.},
+ Number = {2},
+ Pages = {501--508},
+ Title = {Discussion: ``A significance test for the lasso''},
+ Volume = {42},
+ Year = {2014}}
+
+@book{Wasserman2006,
+ Address = {New York},
+ Author = {Wasserman, Larry},
+ Owner = {yhli},
+ Publisher = {Springer},
+ Timestamp = {2014.07.11},
+ Title = {All of nonparametric statistics},
+ Year = {2006}}
+
+@article{Watson1992,
+ Author = {Watson, G. A.},
+ Journal = {Linear Algebra Appl.},
+ Month = jun,
+ Owner = {yhli},
+ Pages = {33--45},
+ Timestamp = {2014.06.18},
+ Title = {Characterization of the subdifferential of some matrix norms},
+ Volume = {170},
+ Year = {1992}}
+
+@article{Welch1974,
+ Author = {Welch, L. R.},
+ Journal = {IEEE Trans. Inf. Theory},
+ Month = may,
+ Number = {3},
+ Owner = {yhli},
+ Pages = {397--399},
+ Timestamp = {2014.08.08},
+ Title = {Lower bounds on the maximum cross correlation of signals},
+ Volume = {IT-20},
+ Year = {1974}}
+
+@book{Weyl1950,
+ Author = {Weyl, Hermann},
+ Owner = {yhli},
+ Publisher = {Dover},
+ Timestamp = {2014.07.21},
+ Title = {The Theory of Groups and Quantum Mechanics},
+ Year = {1950}}
+
+@article{White1982,
+ Author = {White, Halbert},
+ Journal = {Econom.},
+ Month = jan,
+ Number = {1},
+ Owner = {yhli},
+ Pages = {1--25},
+ Timestamp = {2014.02.14},
+ Title = {Maximum likelihood estimation of misspecified models},
+ Volume = {50},
+ Year = {1982}}
+
+@article{Wojtaszczyk2010,
+ Author = {Wojtaszczyk, P.},
+ Journal = {Found. Comput. Math.},
+ Owner = {yhli},
+ Pages = {1--13},
+ Timestamp = {2014.02.14},
+ Title = {Stability and instance optimality for {G}aussian measurements in compressed sensing},
+ Volume = {10},
+ Year = {2010}}
+
+@article{Wong2000,
+ Author = {Wong, Chun Shan and Li, Wai Keung},
+ Date-Added = {2015-06-19 10:29:40 +0000},
+ Date-Modified = {2015-06-19 10:30:29 +0000},
+ Journal = {J. R. Stat. Soc. B},
+ Pages = {95--115},
+ Title = {On a mixture autoregressive model},
+ Volume = {62},
+ Year = {2000}}
+
+@article{Wright2013,
+ Author = {Wright, John and Ganesh, Arvind and Min, Kerui and Ma, Yi},
+ Date-Added = {2015-09-15 17:16:33 +0000},
+ Date-Modified = {2015-09-15 17:17:40 +0000},
+ Journal = {Inf. Inference},
+ Pages = {32--68},
+ Title = {Compressive principal component pursuit},
+ Volume = {2},
+ Year = {2013}}
+
+@article{Wright2015,
+ Author = {Wright, Stephen J.},
+ Date-Added = {2015-02-18 11:47:45 +0000},
+ Date-Modified = {2015-02-18 11:48:26 +0000},
+ Title = {Coordinate descent algorithms},
+ Year = {2015}}
+
+@article{Xu1991,
+ Author = {Xu, Zong-Ben and Roach, G. F.},
+ Journal = {J. Math. Anal. Appl.},
+ Owner = {yhli},
+ Pages = {189--210},
+ Timestamp = {2014.04.11},
+ Title = {Characteristic inequalities of uniformly convex and uniformly smooth {B}anach spaces},
+ Volume = {157},
+ Year = {1991}}
+
+@article{Yamagata2013,
+ Author = {Yamagata, Koichi and Fujiwara, Akio and Gill, Richard D.},
+ Date-Added = {2015-08-05 13:15:49 +0000},
+ Date-Modified = {2015-08-05 13:16:52 +0000},
+ Journal = {Ann. Stat.},
+ Number = {4},
+ Pages = {2197--2217},
+ Title = {Quantum local asymptotic normality based on a new quantum likelihood ratio},
+ Volume = {41},
+ Year = {2013}}
+
+@inproceedings{Yang2005,
+ Author = {Yang, B. and Scheuing, J.},
+ Booktitle = {IEEE Int. Conf. Acoustics, Speech, and Signal Processing},
+ Date-Added = {2015-07-18 01:13:31 +0000},
+ Date-Modified = {2015-07-18 01:16:06 +0000},
+ Pages = {961--964},
+ Title = {{C}ramer-{R}ao bound and optimum sensor array for source localization from time differences of arrival},
+ Volume = {4},
+ Year = {2005}}
+
+@conference{Yang2014,
+ Author = {Yang, Eunho and Lozano, Aur\'{e}lie C. and Ravikumar, Pradeep},
+ Booktitle = {Proc. 31st Int. Conf. Machine Learning},
+ Date-Added = {2015-02-26 18:02:34 +0000},
+ Date-Modified = {2015-02-26 18:03:48 +0000},
+ Title = {Elementary estimators for high-dimensional linear regression},
+ Year = {2014}}
+
+@article{Yang2010,
+ Author = {Yang, Junfeng and Zhang, Yin and Yin, Wotao},
+ Date-Added = {2015-09-24 14:51:30 +0000},
+ Date-Modified = {2015-09-24 14:54:26 +0000},
+ Journal = {IEEE J. Sel. Topics Signal Process.},
+ Number = {2},
+ Pages = {288--297},
+ Title = {A fast alternating direction method for {TVL}1-{L}2 signal reconstruction from partial {F}ourier data},
+ Volume = {4},
+ Year = {2010}}
+
+@article{Yang2014a,
+ Author = {Yang, Tianbao and Zhang, Lijun and Jin, Rong and Zhu, Shenghuo},
+ Note = {arXiv:1412.1205v2 [cs.IT]},
+ Owner = {yhli},
+ Timestamp = {2015.03.14},
+ Title = {A simple homotopy proximal mapping algorithm for compressive sensing},
+ Year = {2014}}
+
+@article{Yang1999,
+ Author = {Yang, Yuhong and Barron, Andrew},
+ Journal = {Ann. Stat.},
+ Number = {5},
+ Owner = {yhli},
+ Pages = {1564--1599},
+ Timestamp = {2014.08.18},
+ Title = {Information-theoretic determination of minimax rates of convergence},
+ Volume = {27},
+ Year = {1999}}
+
+@incollection{Yu1997,
+ Address = {New York},
+ Author = {Yu, Bin},
+ Booktitle = {Festschrift for {L}ucien {L}e {C}am: Research Papers in Probability and Statistics},
+ Editor = {Pollard, David and Torgersen Erik and Yang, Grace L.},
+ Owner = {yhli},
+ Pages = {423--435},
+ Publisher = {Springer},
+ Timestamp = {2014.08.18},
+ Title = {{A}ssouad, {F}ano, and {L}e {C}am},
+ Year = {1997}}
+
+@article{Yu2013,
+ Author = {Yu, Bin},
+ Journal = {Bernoulli},
+ Number = {4},
+ Owner = {yhli},
+ Pages = {1484--1500},
+ Timestamp = {2014.07.28},
+ Title = {Stability},
+ Volume = {19},
+ Year = {2013}}
+
+@article{Yuan2006,
+ Author = {Yuan, Ming and Lin, Yi},
+ Date-Added = {2015-02-25 19:09:58 +0000},
+ Date-Modified = {2015-02-25 19:10:57 +0000},
+ Journal = {J. R. Stat. Soc. B},
+ Pages = {49--67},
+ Title = {Model selection and estimation in regression with grouped variables},
+ Volume = {68},
+ Year = {2006}}
+
+@article{Yuan2013,
+ Author = {Yuan, Xiao-Tong and Zhang, Tong},
+ Date-Added = {2015-08-03 15:19:48 +0000},
+ Date-Modified = {2015-08-03 15:20:47 +0000},
+ Journal = {J. Mach. Learn. Res.},
+ Pages = {899--925},
+ Title = {Truncated power method for sparse eigenvalue problems},
+ Volume = {14},
+ Year = {2013}}
+
+@unpublished{Yurtsever2015a,
+ Author = {Yurtsever, Alp and Hsieh, Ya-Ping and Cevher, Volkan},
+ Date-Added = {2015-09-03 16:29:55 +0000},
+ Date-Modified = {2015-09-03 16:30:32 +0000},
+ Title = {Scalable convex methods for phase retrieval},
+ Year = {2015}}
+
+@article{Yurtsever2015,
+ Author = {Yurtsever, Alp and Tran-Dinh, Quoc and Cevher, Volkan},
+ Date-Added = {2015-02-18 11:50:50 +0000},
+ Date-Modified = {2015-02-18 11:51:31 +0000},
+ Title = {Universal primal-dual proximal gradient methods},
+ Year = {2015}}
+
+@conference{Yurtsever2015b,
+ Author = {Yurtsever, Alp and Tran-Dinh, Quoc and Cevher, Volkan},
+ Booktitle = {29th Ann. Conf. Neural Information Processing Systems},
+ Date-Added = {2015-09-22 16:25:56 +0000},
+ Date-Modified = {2015-09-22 16:26:07 +0000},
+ Title = {A universal primal-dual proximal convex optimization framework},
+ Year = {2015}}
+
+@article{Zarantonello1976,
+ Author = {Zarantonello, Eduardo H.},
+ Journal = {Proc. Amer. Math. Soc.},
+ Month = aug,
+ Number = {1},
+ Owner = {yhli},
+ Pages = {133--137},
+ Timestamp = {2015.01.12},
+ Title = {The meaning of the {C}auchy-{S}chwarz-{B}uniakovsky inequality},
+ Volume = {59},
+ Year = {1976}}
+
+@article{Zavlanos2011,
+ Author = {Zavlanos, Michael M. and Julius, A. Agung and Boyd, Stephen P. and Pappas, George J.},
+ Date-Added = {2015-09-15 18:25:25 +0000},
+ Date-Modified = {2015-09-15 18:27:17 +0000},
+ Journal = {Autom.},
+ Pages = {1113--1122},
+ Title = {Inferring stable genetic networks from steady-state data},
+ Volume = {47},
+ Year = {2011}}
+
+@book{Zeidler1995,
+ Address = {New York, NY},
+ Author = {Zeidler, Eberhard},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.10.23},
+ Title = {Applied Functional Analysis: Main Principles and Their Applications},
+ Year = {1995}}
+
+@book{Zeidler1986,
+ Address = {New York, NY},
+ Author = {Zeidler, Eberhard},
+ Owner = {yhli},
+ Publisher = {Springer-Verl.},
+ Timestamp = {2014.10.07},
+ Title = {Nonlinear Functional Analysis and its Applications I: Fixed-Point Theorems},
+ Year = {1986}}
+
+@article{Zhang2015a,
+ Author = {Zhang, Bingwen and Xu, Weiyu and Cai, Jian-Feng and Lai, Lifeng},
+ Date-Added = {2015-10-01 11:29:53 +0000},
+ Date-Modified = {2015-10-01 11:30:50 +0000},
+ Note = {arXiv:1509.04376v1 [cs.IT]},
+ Title = {Precise phase transition of total variation minimization},
+ Year = {2015}}
+
+@inproceedings{Zhang2015,
+ Author = {Zhang, Lijun and Yang, Tianbao and Jin, Rong},
+ Booktitle = {Proc. 18th Int. Conf. Artificial Intelligence and Statistics},
+ Date-Added = {2015-05-14 22:38:32 +0000},
+ Date-Modified = {2015-05-14 22:40:08 +0000},
+ Pages = {1116--1124},
+ Title = {A simple homotopy proximal mapping algorithm for compressive sensing},
+ Year = {2015}}
+
+@article{Zhang2004,
+ Author = {Zhang, Tong},
+ Journal = {Ann. Stat.},
+ Number = {1},
+ Owner = {yhli},
+ Pages = {56--134},
+ Timestamp = {2014.08.13},
+ Title = {Statistical behavior and consistency of classification methods based on convex risk minimization},
+ Volume = {32},
+ Year = {2004}}
+
+@inproceedings{Zhang2013,
+ Author = {Zhang, Xinhua and Yu, Yaoliang and Schuurmans, Dale},
+ Booktitle = {Adv. Neural Information Processing Systems 26},
+ Date-Added = {2015-06-02 14:20:46 +0000},
+ Date-Modified = {2015-06-02 14:22:19 +0000},
+ Title = {Polar operators for structured sparse estimation},
+ Year = {2013}}
+
+@article{Zhang2014,
+ Author = {Zhang, Yuchen and Xiao, Lin},
+ Date-Added = {2015-04-02 13:17:09 +0000},
+ Date-Modified = {2015-04-02 13:18:00 +0000},
+ Note = {arXiv:1409.3257v1 [math.OC]},
+ Title = {Stochastic primal-dual coordinate method for regularized empirical risk minimization},
+ Year = {2014}}
+
+@article{Zhao2006,
+ Author = {Zhao, Peng and Yu, Bin},
+ Journal = {J. Mach. Learn. Res.},
+ Owner = {yhli},
+ Pages = {2541--2563},
+ Timestamp = {2014.02.14},
+ Title = {On model selection consistency of {L}asso},
+ Volume = {7},
+ Year = {2006}}
+
+@article{Zou2007,
+ Author = {Zou, Hui and Hastie, Trevor and Tibshirani, Robert},
+ Journal = {Ann. Stat.},
+ Number = {5},
+ Owner = {yhli},
+ Pages = {2173--2192},
+ Timestamp = {2014.07.07},
+ Title = {On the ``degrees of freedom'' of the lasso},
+ Volume = {35},
+ Year = {2007}}
+
+@article{NIPS2015,
+ Date-Added = {2015-07-21 15:40:26 +0000},
+ Date-Modified = {2015-07-21 15:40:55 +0000},
+ Title = {Non-convex statistical optimization for sparse tensor graphical model},
+ Year = {2015}}
+
+@article{IEEE1999,
+ Journal = {IEEE Trans. Power Syst.},
+ Number = {3},
+ Owner = {yhli},
+ Pages = {1010--1020},
+ Timestamp = {2014.11.07},
+ Title = {The {IEEE} reliability test system---1996},
+ Volume = {14},
+ Year = {1999}}
+
+@article{Lee2015,
+ Author = {Lee, Yin Tat and Sidford, Aaron},
+ Note = {arXiv: 1312.6677v3 [cs.DS]},
+ Title = {Path finding {I}: Solving linear programs with $\tilde{O} ( \sqrt{ rank } )$ linear system solves},
+ Year = {2015}}
+
+@article{Anonymous1972,
+ Author = {Anonymous},
+ Journal = {Math. Program.},
+ Pages = {124--128},
+ Title = {A new algorithm for optimization},
+ Volume = {3},
+ Year = {1972}}
+
+@book{Ohya1993,
+ Address = {Berlin},
+ Author = {Ohya, Masanori and Petz, D\'{e}nes},
+ Publisher = {Springer},
+ Title = {Quantum Entropy and Its Use},
+ Year = {1993}}
+
+@book{Bhatia1997,
+ Address = {New York, NY},
+ Author = {Bhatia, Rajendra},
+ Publisher = {Springer},
+ Title = {Matrix Analysis},
+ Year = {1997}}
+
+@incollection{Ball1997,
+ Address = {Cambridge},
+ Author = {Ball, Keith},
+ Booktitle = {Flavors of Geometry},
+ Editor = {Levy, Silvio},
+ Publisher = {Cambridge Univ. Press},
+ Series = {Mathematical Sciences Research Institute Publications},
+ Title = {An elementary introduction to modern convex Geometry},
+ Volume = {31},
+ Year = {1997}}
+
+@article{Araki1975,
+ Author = {Araki, Huzihiro},
+ Journal = {Rencontres Phys.-Math. {S}trasbourg---{RCP}25},
+ Pages = {1--25},
+ Title = {Inequalities in {v}on~{N}eumann algebras},
+ Volume = {22},
+ Year = {1975}}