commit b1bcd9cc999fb06b0cfafeb365e9749c841bfa97 Author: Simon Klüttermann Date: Mon Jun 27 15:13:50 2022 +0200 initial push diff --git a/data/000.txt b/data/000.txt new file mode 100644 index 0000000..57c13ce --- /dev/null +++ b/data/000.txt @@ -0,0 +1,5 @@ + + + + + \ No newline at end of file diff --git a/data/001Task.txt b/data/001Task.txt new file mode 100644 index 0000000..75cc2d6 --- /dev/null +++ b/data/001Task.txt @@ -0,0 +1,3 @@ + + + \ No newline at end of file diff --git a/data/002Intro.txt b/data/002Intro.txt new file mode 100644 index 0000000..99285da --- /dev/null +++ b/data/002Intro.txt @@ -0,0 +1,22 @@ + + + Motivation + +AD is super important... +good AD = complicated models -> Many Parameters +Evaluation dependent on very few datapoints->Optimization impossible + +Open Challenges + +Evaluate without testing data +Formalisation of existing ideas +Numerical assessment of them + +Contribution + +Suggest new methods for AE +Compare methods on many datasets +Seperate into parameter and hyperparameter optimisation + + + \ No newline at end of file diff --git a/data/003RW.txt b/data/003RW.txt new file mode 100644 index 0000000..8cd1f12 --- /dev/null +++ b/data/003RW.txt @@ -0,0 +1,3 @@ + + + \ No newline at end of file diff --git a/data/004RW.txt b/data/004RW.txt new file mode 100644 index 0000000..442b697 --- /dev/null +++ b/data/004RW.txt @@ -0,0 +1,3 @@ + + + \ No newline at end of file diff --git a/data/005But....txt b/data/005But....txt new file mode 100644 index 0000000..4fb27ff --- /dev/null +++ b/data/005But....txt @@ -0,0 +1,3 @@ + + + \ No newline at end of file diff --git a/data/006Problem Statement.txt b/data/006Problem Statement.txt new file mode 100644 index 0000000..be4d4f5 --- /dev/null +++ b/data/006Problem Statement.txt @@ -0,0 +1,6 @@ + + + Given $N$ Anomaly detection methods $M_i = TrainModel(X_{train})$, find $f(M_i)$ so that Score $S_i = f(M_i)$ can be used to find an above average AD method $M_{argmax(S)}$. +Let $TrainMany(X_{train},C)=TrainModel(X_{train})_{argmax(f(M_0...M_C))}$. We assume the distribution of $TrainMany$ to be gaussian and describe it through $\mu_C$ and $\sigma_C$. 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\titel{\ldots} \author{\ldots} erst nach \begin{document} kommen, +% kommt folgende Warnung: +% Package hyperref Warning: Option `pdfauthor' has already been used, +% (hyperref) ... +% Daher steht es hier vor \begin{document} + +\title[u-Opt]{Unsupervised Optimisation - Paper Structure} +\author{Simon Kluettermann} +\date{\today} + + + \institute{ls9 tu Dortmund} + + +% Dadurch wird verhindert, dass die Navigationsleiste angezeigt wird. +\setbeamertemplate{navigation symbols}{} + +% zusaetzlich ist das usepackage{beamerthemeshadow} eingebunden +\usepackage{beamerthemeshadow} + +\hypersetup{pdfstartview={Fit}} % fits the presentation to the window when first displayed + +\usepackage{appendixnumberbeamer} +\usepackage{listings} + + +\usetheme{CambridgeUS} +\usepackage{ngerman} +\usecolortheme{dolphin} + + +% \beamersetuncovermixins{\opaqueness<1>{25}}{\opaqueness<2$\Rightarrow${15}} +% sorgt dafuer das die Elemente die erst noch (zukuenftig) kommen +% nur schwach angedeutet erscheinen +%\beamersetuncovermixins{\opaqueness<1>{25}}{\opaqueness<2$\Rightarrow${15}}%here disabled +% klappt auch bei Tabellen, wenn teTeX verwendet wird\ldots +\renewcommand{\figurename}{} + +\setbeamertemplate{footline} +{ + \leavevmode% + \hbox{% + \begin{beamercolorbox}[wd=.4\paperwidth,ht=2.25ex,dp=1ex,center]{author in head/foot}% + \usebeamerfont{author in head/foot}\insertshorttitle + \end{beamercolorbox}% + \begin{beamercolorbox}[wd=.25\paperwidth,ht=2.25ex,dp=1ex,center]{title in head/foot}% + \usebeamerfont{title in head/foot}\insertsection + \end{beamercolorbox}% + \begin{beamercolorbox}[wd=.3499\paperwidth,ht=2.25ex,dp=1ex,right]{date in head/foot}% + \usebeamerfont{date in head/foot}\insertshortdate{}\hspace*{2em} + \hyperlink{toc}{\insertframenumber{} / \inserttotalframenumber\hspace*{2ex}} + \end{beamercolorbox}}% + \vskip0pt% +} + +\usepackage[absolute,overlay]{textpos} +\usepackage{graphicx} + +\newcommand{\source}[1]{\begin{textblock*}{9cm}(0.1cm,8.9cm) + \begin{beamercolorbox}[ht=0.5cm,left]{framesource} + \usebeamerfont{framesource}\usebeamercolor[fg!66]{framesource} Source: {#1} + \end{beamercolorbox} +\end{textblock*}} + + +\begin{document} + + + +%from file ../uopt/data/000.txt +\begin{frame}[label=] +\frametitle{} +\begin{titlepage} + + \centering + {\huge\bfseries \par} + \vspace{2cm} + {\LARGE\itshape Simon Kluettermann\par} + \vspace{1.5cm} + {\scshape\Large Master Thesis in Physics\par} + \vspace{0.2cm} + {\Large submitted to the \par} + \vspace{0.2cm} + {\scshape\Large Faculty of Mathematics Computer Science and Natural Sciences \par} + \vspace{0.2cm} + {\Large \par} + \vspace{0.2cm} + {\scshape\Large RWTH Aachen University} + \vspace{1cm} + + \vfill + {\scshape\Large Department of Physics\par} + \vspace{0.2cm} + {\scshape\Large Insitute for theoretical Particle Physics and Cosmology\par} + \vspace{0.2cm} + { \Large\par} + \vspace{0.2cm} + {\Large First Referee: Prof. Dr. Michael Kraemer \par} + {\Large Second Referee: Prof. Dr. Felix Kahlhoefer} + + \vfill + +% Bottom of the page + {\large November 2020 \par} +\end{titlepage} +\pagenumbering{roman} +\thispagestyle{empty} +\null +\newpage +\setcounter{page}{1} +\pagenumbering{arabic} +\end{frame} + + +%from file ../uopt/data/001Task.txt +\begin{frame}[label=Task] +\frametitle{Task} +\begin{figure}[H] + \centering +\includegraphics[height=0.9\textheight]{../prep/01Task/table.jpg} +\label{fig:prep01Tasktablejpg} + \end{figure} + + +\end{frame} + + +%from file ../uopt/data/002Intro.txt +\begin{frame}[label=Intro] +\frametitle{Intro} +\begin{itemize} + + \item Motivation + +\begin{itemize} + + \item AD is super important... + + \item good AD = complicated models $\Rightarrow$ Many Parameters + + \item Evaluation dependent on very few datapoints$\Rightarrow$Optimization impossible + + +\end{itemize} + \item Open Challenges + +\begin{itemize} + + \item Evaluate without testing data + + \item Formalisation of existing ideas + + \item Numerical assessment of them + + +\end{itemize} + \item Contribution + +\begin{itemize} + + \item Suggest new methods for AE + + \item Compare methods on many datasets + + \item Seperate into parameter and hyperparameter optimisation + + +\end{itemize} + +\end{itemize} +\end{frame} + + +%from file ../uopt/data/003RW.txt +\begin{frame}[label=RW] +\frametitle{RW} +\begin{figure}[H] + \centering +\includegraphics[height=0.9\textheight]{../prep/04RW/graph.png} +\label{fig:prep04RWgraphpng} + \end{figure} + + +\end{frame} + + +%from file ../uopt/data/004RW.txt +\begin{frame}[label=RW] +\frametitle{RW} +\begin{figure}[H] + \centering +\includegraphics[height=0.9\textheight]{../prep/05RW/graph.png} +\label{fig:prep05RWgraphpng} + \end{figure} + + +\end{frame} + + +%from file ../uopt/data/005But....txt +\begin{frame}[label=But...] +\frametitle{But...} +\begin{figure}[H] + \centering +\includegraphics[height=0.9\textheight]{../prep/06But.../graph.png} +\label{fig:prep06Butgraphpng} + \end{figure} + + +\end{frame} + + +%from file ../uopt/data/006Problem Statement.txt +\begin{frame}[label=Problem Statement] +\frametitle{Problem Statement} +\begin{itemize} + + \item Given $N$ Anomaly detection methods $M_i = TrainModel(X_{train})$, find $f(M_i)$ so that Score $S_i = f(M_i)$ can be used to find an above average AD method $M_{argmax(S)}$. + + \item Let $TrainMany(X_{train},C)=TrainModel(X_{train})_{argmax(f(M_0...M_C))}$. We assume the distribution of $TrainMany$ to be gaussian and describe it through $\mu_C$ and $\sigma_C$. We consider a function $f(M)$ to be helpful, if $\Delta = \frac{sqrt(N) \cdot (\mu_C-\mu_1)}{sqrt(\sigma_C^2+\sigma_1^2)} > 3$ for some number of models tested $N$. + + +\end{itemize} +\end{frame} + + + +\end{document} diff --git a/out/main.toc b/out/main.toc new file mode 100644 index 0000000..e69de29 diff --git a/prep/000/nonl b/prep/000/nonl new file mode 100644 index 0000000..e69de29 diff --git a/prep/000/q b/prep/000/q new file mode 100644 index 0000000..97c72ec --- /dev/null +++ b/prep/000/q @@ -0,0 +1 @@ +<titlepage> diff --git a/prep/01Task/hmode b/prep/01Task/hmode new file mode 100644 index 0000000..e69de29 diff --git a/prep/01Task/table.jpg b/prep/01Task/table.jpg new file mode 100644 index 0000000..3abcd9b Binary files /dev/null and b/prep/01Task/table.jpg differ diff --git a/prep/02Intro/q b/prep/02Intro/q new file mode 100644 index 0000000..5212213 --- /dev/null +++ b/prep/02Intro/q @@ -0,0 +1,18 @@ +Motivation +<l2st> +AD is super important... +good AD = complicated models -> Many Parameters +Evaluation dependent on very few datapoints->Optimization impossible +</l2st> +Open Challenges +<l2st> +Evaluate without testing data +Formalisation of existing ideas +Numerical assessment of them +</l2st> +Contribution +<l2st> +Suggest new methods for AE +Compare methods on many datasets +Seperate into parameter and hyperparameter optimisation +</l2st> diff --git a/prep/04RW/graph.png b/prep/04RW/graph.png new file mode 100644 index 0000000..01e64b5 Binary files /dev/null and b/prep/04RW/graph.png differ diff --git a/prep/04RW/hmode b/prep/04RW/hmode new file mode 100644 index 0000000..e69de29 diff --git a/prep/05RW/graph.png b/prep/05RW/graph.png new file mode 100644 index 0000000..8753165 Binary files /dev/null and b/prep/05RW/graph.png differ diff --git a/prep/05RW/hmode b/prep/05RW/hmode new file mode 100644 index 0000000..e69de29 diff --git a/prep/06But.../graph.png b/prep/06But.../graph.png new file mode 100644 index 0000000..d28b4dd Binary files /dev/null and b/prep/06But.../graph.png differ diff --git a/prep/06But.../hmode b/prep/06But.../hmode new file mode 100644 index 0000000..e69de29 diff --git a/prep/07Problem_Statement/q b/prep/07Problem_Statement/q new file mode 100644 index 0000000..08d97aa --- /dev/null +++ b/prep/07Problem_Statement/q @@ -0,0 +1,5 @@ +Given $N$ Anomaly detection methods $M_i = TrainModel(X_{train})$, find $f(M_i)$ so that Score $S_i = f(M_i)$ can be used to find an above average AD method $M_{argmax(S)}$. + +Let $TrainMany(X_{train},C)=TrainModel(X_{train})_{argmax(f(M_0...M_C))}$. We assume the distribution of $TrainMany$ to be gaussian and describe it through $\mu_C$ and $\sigma_C$. We consider a function $f(M)$ to be helpful, if $\Delta = \frac{sqrt(N) \cdot (\mu_C-\mu_1)}{sqrt(\sigma_C^2+\sigma_1^2)} > 3$ for some number of models tested $N$. + + diff --git a/touse/Ethereum-Price-Prediction.webp b/touse/Ethereum-Price-Prediction.webp new file mode 100644 index 0000000..eb94164 Binary files /dev/null and b/touse/Ethereum-Price-Prediction.webp differ diff --git a/touse/TIM220328_Buterin.Cover_.FINAL2_.jpg b/touse/TIM220328_Buterin.Cover_.FINAL2_.jpg new file mode 100644 index 0000000..baa037c Binary files /dev/null and b/touse/TIM220328_Buterin.Cover_.FINAL2_.jpg differ diff --git a/touse/TIM220328_Buterin.Cover_.FINAL2_.webp b/touse/TIM220328_Buterin.Cover_.FINAL2_.webp new file mode 100644 index 0000000..e0fa6f9 Binary files /dev/null and b/touse/TIM220328_Buterin.Cover_.FINAL2_.webp differ