diff options
| author | jeanpouget-abadie <jean.pougetabadie@gmail.com> | 2015-12-03 17:10:17 -0500 |
|---|---|---|
| committer | jeanpouget-abadie <jean.pougetabadie@gmail.com> | 2015-12-03 17:10:17 -0500 |
| commit | 0fe28c9cb74ca13fd60581e719b44ad297d9c6c0 (patch) | |
| tree | c3bf7262e1b5b0eab6ca79eb5436f803f656a399 /poster | |
| parent | 00db4d73c5bcf7674a088703895d89aee91f6e3e (diff) | |
| download | cascades-0fe28c9cb74ca13fd60581e719b44ad297d9c6c0.tar.gz | |
poster
Diffstat (limited to 'poster')
| -rw-r--r-- | poster/Finale_poster/poster.tex | 68 |
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} |
