\chapter{Theoretical Background}% \label{chapter:theoretical_background} %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \section{Preliminaries: Channel Model and Modulation} \label{sec:theo:Preliminaries: Channel Model and Modulation} \begin{itemize} \item AWGN \item BPSK \end{itemize} %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \section{Notation} \label{sec:theo:Notation} \begin{itemize} \item General remarks on notation (matrices, PDF, etc.) \item Diagram from midterm presentation \end{itemize} %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \section{Channel Coding with LDPC Codes} \label{sec:theo:Channel Coding with LDPC Codes} \begin{itemize} \item Introduction \item Binary linear codes \item LDPC codes \end{itemize} %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \section{Decoding LDPC Codes using Belief Propagation} \label{sec:theo:Decoding LDPC Codes using Belief Propagation} \begin{itemize} \item Introduction to message passing \item Overview of BP altorithm \end{itemize} %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \section{Optimization Methods} \label{sec:theo:Optimization Methods} \begin{itemize} \item ADMM \item Proximal gradient method \end{itemize}