feat: initial commit

sds/detectors_evaluation/main.tex

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+\documentclass[aspectratio=169,10pt]{beamer}
+
+\usetheme[progressbar=head,numbering=fraction,sectionpage=none]{metropolis}
+\usepackage{graphicx}
+\usepackage{ulem}
+\usepackage{xcolor}
+\usepackage[scale=2]{ccicons}
+\usepackage{pgfplots}
+\usepgfplotslibrary{dateplot}
+\usepackage{hyperref}
+\usepackage{xspace}
+\newcommand{\themename}{\textbf{\textsc{metropolis}}\xspace}
+
+\title{State Detection and Segmentation (SDS)}
+\subtitle{May the best detector win.}
+
+\date{}
+\author{Arthur Grisel-Davy}
+\institute{University of Waterloo - EET2 Project}
+
+\begin{document}
+
+
+\maketitle
+
+\begin{frame}{Goal}
+    \begin{center}
+        Detect the state of the machine at any point in time.
+        \includegraphics[width=0.9\textwidth]{images/trace.pdf}
+    \end{center}
+\end{frame}
+
+\begin{frame}{Training Data}
+    \begin{center}
+        Proto Examples:
+    \includegraphics[width=\textwidth]{images/protos.pdf}
+    \end{center}
+
+    \begin{itemize}
+        \item Not exacts examples.
+        \item Various lengths.
+        \item Tile any trace completely.
+    \end{itemize}
+\end{frame}
+
+\begin{frame}{Evaluation Ground}
+    \begin{itemize}
+        \item Synthetically generated input trace \& protos.
+        \item Trace start at randomly selected sample.
+        \item Score: global accuracy $\left(\dfrac{TP+TN}{TP+TN+FP+FN}\right)$
+    \end{itemize}
+\end{frame}
+
+\begin{frame}{Simplest Detector}
+    Label each sample with the closest proto example.
+    \begin{center}
+    \includegraphics[width=0.7\textwidth]{images/simplest.pdf}
+    \end{center}
+\end{frame}
+
+\begin{frame}{Scoreboard}
+    \begin{table}
+        \begin{tabular}{l|c}
+            \textbf{Detector} & Simplest\\
+            \textbf{Score} & 0.32\\
+        \end{tabular}
+    \end{table}
+\end{frame}
+
+\begin{frame}{Confident Detector}
+    The complete length of the closest proto example is assigned the label.
+    \begin{center}
+    \includegraphics[width=0.7\textwidth]{images/confident.pdf}
+    \end{center}
+\end{frame}
+
+\begin{frame}{Scoreboard}
+    \begin{table}
+        \begin{tabular}{l|c|c}
+            \textbf{Detector} & Simplest & Confident\\
+            \textbf{Score} & 0.32 & 0.69 \\
+        \end{tabular}
+    \end{table}
+\end{frame}
+
+
+\begin{frame}{Cautious Detector}
+    The complete length of the closest proto example is assigned the label, but still moves by 1 sample.
+    \begin{center}
+    \includegraphics[width=0.7\textwidth]{images/cautious.pdf}
+    \end{center}
+\end{frame}
+
+
+\begin{frame}{Scoreboard}
+    \begin{table}
+        \begin{tabular}{l|c|c|c}
+            \textbf{Detector} & Simplest & Confident & Cautious\\
+            \textbf{Score} & 0.32 & 0.69 & 0.39\\
+        \end{tabular}
+    \end{table}
+\end{frame}
+
+\begin{frame}{Let's be smart}
+    \begin{itemize}
+        \item \sout{Respect Causality} -> Use all data available.
+        \item 
+    \end{itemize}
+\end{frame}
+\end{document}