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% Template for Degree Programme in Computer Science and Engineering Diploma Thesis v1.3.2019
% Authors: Mika Korhonen (original author), Pekka Pietikäinen, Christian Wieser, Teemu Tokola, Juha Kylmänen, Tuomas Holmberg and Tuomas Varanka.
% If you have any issues or you have improvement ideas to this template, please contact tuomas.holmberg@oulu.fi
\documentclass[a4paper, 12pt, titlepage]{dithesis}
\usepackage{import}
\usepackage{di}
\usepackage[colorinlistoftodos]{todonotes}
\usepackage{rotating}
\newcommand\tabrotate[1]{\begin{turn}{90}\rlap{#1}\end{turn}}
\usepackage{multicol}
\usepackage{amsmath}
\usepackage{graphicx}
\usepackage{caption}
\usepackage{subcaption}
\newcolumntype{L}[1]{>{\raggedright\let\newline\\\arraybackslash\hspace{0pt}}m{#1}}
\newcolumntype{C}[1]{>{\centering\let\newline\\\arraybackslash\hspace{0pt}}m{#1}}
\newcolumntype{R}[1]{>{\raggedleft\let\newline\\\arraybackslash\hspace{0pt}}m{#1}}
%%%%%%%%%%%%%%%%%%%%%%% SET YOUR INFORMATION HERE %%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\title{Data extration on out-of-sample databases using semantic information from labels}
%Finnish title, not required for foreign students
\otsikko{Diplomityön teko-ohjeet}
\firstname{Nicolà Andreas}
\lastname{Gantenbein}
\infoname{}
\thesis{Master} % {Bachelor | Master}
\thesislanguage{english} % {finnish | english}
%Names of other authors can be added here
\firstnametwo{Panagiotis}
\lastnametwo{Kostakos}
\infonametwo{Thesis supervisor at University of Oulu}
\firstnamethree{Rüdiger}
\lastnamethree{Urbanke}
\infonamethree{Thesis supervisor from EPFL}
%Do not remove or comment the extra names if you do not need them, leave them empty instead
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%\headertitlecap automatically creates headers with TitleCaps (Capitalizes the First Letter in Each Word) for H0, H2, and H3. Words not to be capitalized can be changed in di.sty
\headertitlecap
\begin{document}
\maketitlepage %Create the title page
%If you are writing your thesis in Finnish you can change the order of abstract/tiivistelmä
%If you are a foreign student you can remove the Finnish abstract (tiivistelmä)
\input{Chapters/abstract}
\input{Chapters/tiivistelma}
\input{Chapters/abstrait}
\contents %Insert table of contents
\input{Chapters/foreword}
\input{Chapters/abbreviations}
\chapter{Introduction}
\label{introduction}
\pagenumbers
\input{Chapters/1_introduction}
\chapter{Related work}
\label{relatedwork}
\pagenumbers
1) What datafiles are used
2) Data harmonization - "Rule based" mappings
3) Data harmonization - "Machine learning" approaches
- "pattern based" approaches (DNN, ...)
- "field specific" approaches
- Natural language understanding
4) Generation of generative databases
- Web crawl
5) Limitation - "static networks"
- online learning
- concept drift
\input{Chapters/2_relatedwork}
\chapter{Methods}
\label{model}
\pagenumbers
\input{Chapters/4_model}
\chapter{Setup and Experiments}
\label{experiments}
\input{Chapters/5_setup_and_experiments}
\chapter{Results}
\label{results}
\input{Chapters/6_results}
\chapter{Discussion}
\label{discussion}
\input{Chapters/7_discussion}
\chapter{Conclusion}
\label{conclusion}
\input{Chapters/8_conclusion}
\bibliographystyle{\biblanguage}
\bibliography{citations}
\chapter{Appendices}
\input{Chapters/appendices}
\end{document}

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