2015_dc_tm.tex

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\title{Topic Models}
\author{Jordan Boyd-Graber}
\date{9. October 2015}

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\section{Topic Model Introduction}

\input{topic_models/intro}

\section{Motivation for Scientific Documents}

\input{topic_models/grant_motivation}

\section{Definition and Derivation}

\input{topic_models/definition}

\section{Inference}

\input{topic_models/gibbs_sampling}

\section{Mallet Tutorial}

\input{topic_models/mallet_tutorial}

% \section{Research / Extensions}
% \input{interactive_topic_models/short_version}
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\begin{comment}
\begin{frame}{Other Research: Hierarchical Models}
   \begin{center}
   \only<1>{ \includegraphics[width=0.8\linewidth]{shlda/ideology_topics}}
   \only<2>{ \includegraphics[width=1.0\linewidth]{shlda/amazon_topics}}
   \only<3>{ \includegraphics[width=0.7\linewidth]{shlda/amazon_topics_zoom}}
   \end{center}
\end{frame}

\begin{frame}{Other Research: Incorporating New Words}
  \only<1>{\includegraphics[width=\linewidth]{infvoc/new_words_highlight_1}}
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  \only<7>{\includegraphics[width=\linewidth]{infvoc/new_words_highlight_7}}
  \only<8>{\includegraphics[width=\linewidth]{infvoc/new_words_highlight_8}}
%\end{figure}
%\end{center}
\begin{center}
\vspace{-5mm}
An example topic from \textit{20 newsgroups} under our model.
Numbers preceeding words are ranks in topic.
\end{center}

\end{frame}
\end{comment}


\section{Conclusion}

\begin{frame}{Topic Models for Large Text Collections}

  \begin{itemize}
    \item Unsupervised tool for understanding large text collections
    \item Statistical foundation
    \item Open source tools for learning these models
    \item Example application to \textsc{nsf} and \textsc{nrc} data
  \end{itemize}

\end{frame}


\begin{frame}{Learn More}

  \begin{center}
  https://www.youtube.com/ezubaric
  \includegraphics[width=1.0\linewidth]{general_figures/youtube}
  \end{center}

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	\frametitle{Thanks}

        \begin{block}{Collaborators}
          Yuening Hu (UMD), Ke Zhai (UMD), Viet-An Nguyen (UMD), Dave Blei
          (Princeton), Jonathan Chang (Facebook), Philip Resnik (UMD), Christiane Fellbaum (Princeton), Jerry
          Zhu (Wisconsin), Sean Gerrish (Sift), Chong Wang (CMU), Dan Osherson
          (Princeton), Sinead Williamson (CMU)
        \end{block}

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        \end{block}
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          \includegraphics[width=0.2\linewidth]{general_figures/arl}
          \hspace{0.5cm}
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          \hspace{0.5cm}
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