paper.tex

\documentclass[12pt]{article}
\usepackage{currothesis}
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\usepackage{mathtools}
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\usepackage[]{amsmath}
\usepackage{cleveref}
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\usepackage{graphicx}
\usepackage{cite}
\usepackage{ mathrsfs }
\usepackage{booktabs}
\usepackage{listings}
\usepackage{minted}
\usepackage{tikz}
\usepackage{pdfpages}
\usepackage{caption}

\graphicspath{{figures/}}

% Problem with these declarations which I like to use
\DeclarePairedDelimiter{\abs}{\lvert}{\rvert}
\DeclarePairedDelimiter{\norm}{\lVert}{\rVert}

\captionsetup[table]{skip=10pt}
\usetikzlibrary{matrix,chains,positioning,decorations.pathreplacing,arrows}

\DeclareMathOperator*{\argmin}{arg\,min}

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\begin{document}

% Title page
\thispagestyle{empty}
\begin{center}
\Large

THE COOPER UNION\\
ALBERT NERKEN SCHOOL OF ENGINEERING

\vspace{1in}

{
\LARGE
A Partitioned Autoencoder \\for Audio De-Noising

}

\vspace{1in}

by

Ethan Lusterman

\vspace*{\fill}

A thesis submitted in partial fulfillment\\
of the requirements for the degree of\\
Master of Engineering

\vspace{1in}

September 14, 2016

\vspace{1in}

Professor Sam Keene, Advisor

\end{center}

% Signature Page
\newpage
\thispagestyle{empty}
\begin{center}
\Large
THE COOPER UNION FOR THE \\ADVANCEMENT OF SCIENCE AND ART

\vspace{0.5in}

ALBERT NERKEN SCHOOL OF ENGINEERING

\vspace{1in}

\justify

This thesis was prepared under the direction of the Candidate's Thesis Advisor
and has received approval. It was submitted to the Dean of the School of
Engineering and the full Faculty, and was approved as partial fulfillment of
the requirements for the degree of Master of Engineering.

\raggedright

\vspace{1in}

\hfill \tline{Dean, School of Engineering \hfill Date}{3in}

\vspace{1in}

\tline{Prof. Sam Keene, Thesis Advisor \hfill Date}{3in}


\end{center}

\newpage
\pagenumbering{roman}
\setcounter{page}{1}

\newpage

\begin{center}
{\Large Acknowledgments} \\

\vspace{1in}
\end{center}

\input{ack}

\newpage

\begin{center}
{\Large Abstract} \\

\vspace{1in}
\end{center}
{
    \fontsize{12pt}{24pt}\selectfont
    \input{abstract}
}



\newpage

\tableofcontents

\newpage

\listoffigures

\newpage

% Table of Nomenclature

% \clearpage
\setcounter{page}{1}
\pagenumbering{arabic}

\fontsize{12pt}{24pt}\selectfont
\section{Introduction}
\input{intro/intro}
\newpage

\section{Background}
\subsection{Machine Learning}
\input{intro/ml}
\subsection{Neural Networks}
\input{intro/nets}
\subsection{Signals and Systems}
\input{intro/sig}
\newpage

\section{Signal Model and Data}
\input{beef/model}
\newpage

\section{De-noising Architectures}
\input{beef/arch}
\newpage


\section{Results}
% just show the MSE plots for all the de-noising systems, as well as plots of your loss function convergence and shit like that. Basically dump all the plots you can into this section, arrange them in the same order as the previous chapter. You can put histograms of the latents in the dan stowell section bc that is basically how curro showed us that its not really working all that well, and then that motivates the curro-net. (he hates that name btw so we should try to keep it). hopefully the curro net gives good results when trained with only noise and signal + noise. be sure to be clear in this section that the classic auto-encoder is more supervised than the stowell and curro-net ones are. you can also include a section in here on your phase reconstruction results bc its relevant and you did all that work so might as well beef up your thesis with it.
\input{results/main}
\newpage


\section{Conclusions and Future Work}
\input{conc}

\newpage
\raggedright
\nocite{*}
\fontsize{12pt}{16pt}\selectfont
\bibliography{bib}{}
\bibliographystyle{IEEEtran}

\eject
\appendix
\section{Simulation Code}
\fontsize{12pt}{24pt}\selectfont

\justify
The following code samples show how network architectures were constructed, how GPU functions were compiled, how networks were trained, and how simulation results were collected and plotted.

\begin{center}
% \inputminted[linenos=true, fontsize=\footnotesize]{python}{../thesis/thesis/comparisons/autoencoder.py}
\includepdf[pages={1-},scale=0.72]{autoencoder.pdf}
\end{center}
\end{document}