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authorjeanpouget-abadie <jean.pougetabadie@gmail.com>2015-12-03 17:10:17 -0500
committerjeanpouget-abadie <jean.pougetabadie@gmail.com>2015-12-03 17:10:17 -0500
commit0fe28c9cb74ca13fd60581e719b44ad297d9c6c0 (patch)
treec3bf7262e1b5b0eab6ca79eb5436f803f656a399
parent00db4d73c5bcf7674a088703895d89aee91f6e3e (diff)
downloadcascades-0fe28c9cb74ca13fd60581e719b44ad297d9c6c0.tar.gz
poster
-rw-r--r--poster/Finale_poster/poster.tex68
1 files changed, 22 insertions, 46 deletions
diff --git a/poster/Finale_poster/poster.tex b/poster/Finale_poster/poster.tex
index aef5490..60c1bb5 100644
--- a/poster/Finale_poster/poster.tex
+++ b/poster/Finale_poster/poster.tex
@@ -26,20 +26,10 @@
\usepackage{graphicx}
\usepackage{booktabs}
-%----------------------------------------------------------------------------------------
-% TITLE SECTION
-%----------------------------------------------------------------------------------------
-
\title{Bayesian and Active Learning for Graph Inference} % Poster title
-
\author{Thibaut Horel, Jean Pouget-Abadie} % Author(s)
-%\institute{Harvard University} % Institution(s)
-%----------------------------------------------------------------------------------------
\begin{document}
-\addtobeamertemplate{block end}{}{\vspace*{2ex}} % White space under blocks
-\addtobeamertemplate{block alerted end}{}{\vspace*{2ex}} % White space under
-
\setlength{\belowcaptionskip}{2ex} % White space under figures
\setlength\belowdisplayshortskip{2ex} % White space under equations
@@ -48,11 +38,6 @@
\begin{column}{\sepwid}\end{column}
\begin{column}{\onecolwid} % The first column
-%----------------------------------------------------------------------------------------
-% INTODUCTION
-%----------------------------------------------------------------------------------------
-
-
\begin{block}{Problem}
\emph{How to recover an unknown network from the observation of contagion
cascades?}
@@ -81,9 +66,9 @@
\vspace{1em}
\begin{figure}
\centering
- \includegraphics[scale=2]{drawing.pdf}
\end{figure}
\end{block}
+ \includegraphics[scale=1.5]{drawing.pdf}
\begin{block}{MLE}
\begin{itemize}
@@ -123,20 +108,33 @@
source node?}
\end{block}
-\begin{block}{Heuristic 1 (Baseline)}
+\begin{block}{Heuristic 1}
+ \begin{itemize}
+ \item Choose source proportional to estimated degree
+ \item Intuition:
+ \begin{itemize}
+ \item deeper cascades $\implies$ more data
+ \item easier to learn non-edges than edges. Higher degree $\implies$
+ more edge realizations at the same price.
+ \end{itemize}
+ \end{itemize}
\end{block}
\begin{block}{Heuristic 2}
\begin{itemize}
- \item Choose source to maximize mutual information
+ \item Choose source proportional to mutual information
\begin{equation*}
- \begin{split}
- I(\bx ,\Theta | x^0 = i) = &
- E_{\substack{\Theta \sim D_t \\ x |
- \Theta, i \sim D'}}\log p(x|\Theta) \\ - & E_{\substack{\Theta
- \sim D_t \\ x' | \Theta, i \sim D'}} \log p(x')
- \end{split}
+ I((X_t) ,\Theta | x^0 = i) = - H(\Theta | (X_t), X_0 = i) + H(\Theta)
\end{equation*}
+ \item Exact strategy requires knowing true distribution of $(X_t)$
+ \item Use estimated $\Theta$ to compute $H(\Theta | (X_t), X_0 = i)$
+\end{itemize}
+\end{block}
+
+\begin{block}{Heuristic 3}
+ \begin{itemize}
+ \item Choose source proportional to mutual information of first step of
+ cascade and $\Theta$:
\end{itemize}
\end{block}
@@ -146,26 +144,6 @@
%-----------------------------------------------------------------------------
\begin{column}{\onecolwid} % The third column
- \begin{block}{Experimental validation}
- \begin{figure}
- \centering
- \includegraphics[scale=1.2]{../images/watts_strogatz.pdf}
- \caption{Watts-Strogatz, $300$ nodes, $4500$ edges, uniform edge weights,
- constant $p_{init}$}
- \end{figure}
- \end{block}
-
-
-\begin{block}{Conclusion}
- \begin{itemize}
- \item Introduce Generalized Linear Casacade model
- \item Better finite sample guarantees~\cite{Netrapalli:2012, Abrahao:13,
- Daneshmand:2014}
- \item Interpretable conditions on Hessian
- \item Lower bound+approximately sparse case developed in full
- paper~\cite{Pouget:2015}
- \end{itemize}
-\end{block}
%-----------------------------------------------------------------------------
% REFERENCES
@@ -185,6 +163,4 @@
\end{frame} % End of the enclosing frame
-
-
\end{document}