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@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},
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Year = {2006},
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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}
}
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Title = {Channel polarization: A method for constructing capacity-achieving codes for symmetric binary-input memoryless channels},
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Journal = {Information Theory, IEEE Transactions on},
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Pages = {3051--3073},
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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},
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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}
}
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Title = {An algorithm for variable density sampling with block-constrained acquisition},
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Journal = {SIAM J. Imag. Sci.},
Year = {2014},
Number = {2},
Pages = {1080--1107},
Volume = {7},
Publisher = {SIAM}
}
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Title = {Maximizing a monotone submodular function subject to a matroid constraint},
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Year = {2011},
Number = {6},
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Volume = {40},
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}
@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}
}
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@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}
}
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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},
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Year = {2013}
}
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Date-added = {2016-01-12 17:00:10 +0000},
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}
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}
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}
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Title = {Generalized autocalibrating partially parallel acquisitions ({GRAPPA})},
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Year = {2002},
Number = {6},
Pages = {1202--1210},
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}
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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}
}
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}
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Doi = {10.1109/TSP.2015.2452228},
ISSN = {1053-587X}
}
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Year = {2008},
Pages = {641--648},
Date-added = {2016-01-13 08:44:44 +0000},
Date-modified = {2016-01-13 08:44:44 +0000}
}
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Volume = {9}
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}
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}
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Title = {Near-optimal sensor placements: Maximizing information while minimizing communication cost},
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Date-added = {2016-01-12 17:10:55 +0000},
Date-modified = {2016-01-12 17:10:55 +0000}
}
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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}
}
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Title = {Robust Submodular Observation Selection},
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Journal = {J. Mach. Learn. Res.},
Year = {2008},
Month = {Dec.},
Pages = {2761-2801},
Owner = {jmscarlett},
Timestamp = {2015.07.23}
}
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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}
}
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Year = {2012}
}
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@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}
}
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Date-added = {2016-01-12 17:13:04 +0000},
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}
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Title = {On asymptotic structure in compressed sensing},
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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},
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