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main.tex
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\documentclass[12pt,a4paper,openany]{book}
\input{defs}
\input{layout-defs}
\usepackage{chapterbib}
\usepackage{mdframed}
\newcommand\gap{\text{gap}}
\newcommand{\Zhao}[1]{{\color{red} Zhao: #1}}
\newcommand{\Hongjie}[1]{{\color{red} Hongjie: #1}}
\newcommand\symset{S}
\newcommand\psdset{S_+}
\newcommand\pdset{S_{++}}
\newcommand\symsetn{\symset^n}
\newcommand\psdsetn{\psdset^n}
\newcommand\pdsetn{\pdset^n}
\newcommand{\vcliq}[2]{\textsc{Clique}\!\left({#1,#2}\right)}
\newcommand{\vstar}[2]{\textsc{Star}\!\left({#1,#2}\right)}
\newcommand{\vcliqsp}[2]{\textsc{CliqueSample}\!\left({#1,#2}\right)}
%%% layout and code
\usepackage{float}
\usepackage{amsmath}
\usepackage{amssymb}
\usepackage{amsthm}
\usepackage{thm-restate}
\usepackage{graphicx}
%\usepackage{float}
\usepackage[ruled,vlined]{algorithm2e}
\SetKwBlock{Repeat}{repeat}{}
%%% for this lecture
% \newtheorem{theorem}{Definition}
\interfootnotelinepenalty=10000
\usepackage{cleveref}
\usepackage{tikz}
\usetikzlibrary{arrows}
\usepackage{comment}
%%% for this lecture
\newcommand\numberthis{\addtocounter{equation}{1}\tag{\theequation}}
\newcommand\st{~\mathrm{s.t.}~}
\newcommand\ttau{\boldsymbol{\tau}}
\newcommand{\df}{\mathrm{d}}
\def\hcalE{\hat{\mathcal{E}}}
%\allowdisplaybreaks
%for the title
\usepackage[utf8x]{inputenc}
\usepackage{amsmath}
\usepackage{graphicx}
%\usepackage[colorinlistoftodos]{todonotes}
%PAGE STYLE
\pagestyle{plain}
%\pagenumbering{roman}
%BEGIN DOCUMENT
\begin{document}
%
% Front matter
%
\begin{titlepage}
\newcommand{\HRule}{\rule{\linewidth}{0.5mm}} % Defines a new command for the horizontal lines, change thickness here
{\center
{\Large ETH Zurich}\\[1.5cm]
\HRule \\[0.4cm]
{ \huge \bfseries Advanced Graph Algorithms and \\ Optimization}\\[0.4cm] % Title
\HRule \\[1.5cm]
{\LARGE Rasmus Kyng \& Maximilian Probst Gutenberg}\\[2cm]
{\Large Spring 2023}\\[2cm] % Date
%\includegraphics{logo.png}\\[1cm] % Include a department/university logo
}
\vfill
\end{titlepage}
These notes will be updated throughout the course.
They are likely to contain typos, and they may have mistakes or
lack clarity in places. Feedback and comments are
welcome. Please send to [email protected] or, even better, submit a pull request at
\begin{quote}
\url{https://github.com/rjkyng/agao23_script}.
\end{quote}
We want to thank scribes from the 2020 edition of the course who
contributed to these notes: Hongjie
Chen, Meher Chaitanya, Timon Knigge, and Tim Taubner -- and we're
grateful to all the readers who've submitted corrections, including
Martin Kucera, Alejandro Cassis, and Luke Volpatti.
\emph{A important note:} If you're a student browsing these notes to
decide whether to take this course, please note that the current notes
are incomplete. We will release parts later in the
semester.
You can take a look at last year's notes for an impression of the
what the rest of the course will look like. Find them here:
\begin{quote}
\url{https://github.com/rjkyng/agao22_script/raw/main/agao22_script.pdf}
\end{quote}
There will, however, be some changes to the content compared to last year.
\newpage
\tableofcontents
% \part{Introduction}
\label{part:intro}
\input{lecture_intro}
\part{Introduction to Convex Optimization}
\label{part:convex}
\input{lecture_convOptAndLinAlg}
\input{lecture_convHessianAndGDwAcc}
\part{Spectral Graph Theory}
\label{part:sg}
\input{lecture_sgIntro}
\input{lecture_sgMore}
\input{lecture_CheegerAndExpanders}
\input{lecture_RandomWalks}
\input{lecture_pinvAndReff}
\input{lecture_gaussianElim}
\input{lecture_randMatAndSparsification}
\input{lecture_solvingLaplacians}
\part{Combinatorial Graph Algorithms}
\label{part:combinatorial}
\input{lecture_sparseCutsViaShortestPaths}
\input{lecture_maxFlow1}
\input{lecture_maxFlow2}
\input{lecture_DynamicTrees}
\part{Further Topics in Convex Optimization}
\label{part:more}
\input{lecture_lagrange}
\input{lecture_Fenchel-Newton}
\input{lecture_maxFlowIPM}
\part{Further Topics in Combinatorial Graph Algorithms}
\input{lecture_LowDiamDecomps}
\input{lecture_negSSSP}
%\input{lecture_DistanceOracles}
\bibliographystyle{alpha}
\bibliography{refs}
\end{document}
%%% Local Variables:
%%% mode: latex
%%% TeX-master: t
%%% TeX-engine: luatex
%%% End: