-
Notifications
You must be signed in to change notification settings - Fork 2
/
2014_norway_tm.tex
225 lines (167 loc) · 5.91 KB
/
2014_norway_tm.tex
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
\newif\ifcrossling\crosslingtrue
\newif\ifitmtree\itmtreetrue
\newif\iflong\longtrue
\newif\ifevaluation\evaluationfalse
\newif\ifconjugacy\conjugacytrue
\newif\ifnonpar\nonparfalse
\newif\ifling\lingfalse
\newif\ifhighlevel\highlevelfalse
\newif\iftmreview\tmreviewfalse
\newif\ifevocation\evocationfalse
\newif\ifsupershortmlslda\supershortmlsldatrue
\documentclass[compress]{beamer}
%\usepackage{beamerthemesplit}
\usepackage{xmpmulti}
\definecolor{green}{rgb}{0,.3,0}
\usepackage{graphicx,float,wrapfig, bbm}
\usepackage{amsfonts, bbold, comment}
\usepackage{mdwlist}
\usepackage{listings}
\usepackage{environ}
\usepackage{subfigure}
\usepackage{rotating}
\usepackage{algorithmic}
\usepackage{algorithm}
\usepackage{overpic}
\usepackage{multirow}
\usetheme{Rochester}
%\useoutertheme{infolines}
%\usetheme{Boadilla}
%\usetheme{Singapore}
\usecolortheme{umd}
\title{Topic Models}
\author{Jordan Boyd-Graber}
\date{25. March 2014}
\newcommand{\explain}[2]{\underbrace{#2}_{\mbox{\footnotesize{#1}}}}
\newcommand{\dir}[1]{\mbox{Dir}(#1)}
\newcommand{\mult}[1]{\mbox{Mult}( #1)}
\newcommand{\Beta}[1]{\mbox{Beta}( #1)}
\newcommand{\G}[1]{\Gamma \left( \textstyle #1 \right)}
\newcommand{\LG}[1]{\log \Gamma \left( \textstyle #1 \right)}
\newcommand{\WN}[0]{\textsc{WordNet}}
\newcommand{\itmspace}[0]{\hspace{2cm}}
\newcommand{\abr}[1]{\textsc{#1}}
\newcommand{\lda}[0]{\abr{lda}}
\newcommand{\slda}[0]{\abr{slda}}
\newcommand{\digam}[1]{\Psi \left( \textstyle #1 \right) }
\newcommand{\ddigam}[1]{\Psi' \left( \textstyle #1 \right) }
\newcommand{\e}[2]{\mathbb{E}_{#1}\left[ #2 \right] }
\newcommand{\ind}[1]{\mathbb{I}\left[ #1 \right] }
\newcommand{\ex}[1]{\mbox{exp}\left\{ #1\right\} }
\newcommand{\D}[2]{\frac{\partial #1}{\partial #2}}
\newcommand{\elbo}{\mathcal{L}}
\newcommand{\citename}[1]{\emph{#1} }
\newcommand{\bm}[1]{\mbox{\boldmath$#1$}}
\newcommand{\Dir}{\mathrm{Dir}}
\newcommand{\Mult}{\mathrm{Mult}}
\newcommand{\g}[1]{\Gamma \left( #1 \right)}
\newcommand{\paragraph}[1]{ \vskip 1cm {\bf \large #1}}
\NewEnviron{smalign}{
\vspace{-.6cm}
\begin{small}
\begin{align}
\BODY
\end{align}
\end{small}
\vspace{-.6cm}
}
\providecommand{\graphscale}{0.6}
\newcommand{\danquote}[1]{
\begin{flushright}
\begin{overpic}[width=5.5cm,tics=10]{general_figures/speech_bubble}
\put(10,30) { \parbox{4cm}{#1 }}
\end{overpic}
\includegraphics[width=1.5cm]{general_figures/milkman_dan}
\end{flushright}
}
\AtBeginSection[] % "Beamer, do the following at the start of every section"
{ \begin{frame}
\frametitle{Outline} % make a frame titled "Outline"
\tableofcontents[currentsection] % show TOC and highlight current section
\end{frame} }
\lstset{language=Python,basicstyle=\tiny}
\DeclareMathSymbol{\R}{\mathbin}{AMSb}{"52}
%\setbeamertemplate{footline}{\hspace*{.5cm}\scriptsize{\insertauthor
\begin{document}
\frame{\titlepage
\centering
\includegraphics[width=0.2\linewidth]{general_figures/umd_logo} \\
}
\begin{frame}
\centering
\includegraphics[width=1.0\linewidth]{topic_models/nrc_cor}
\end{frame}
\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}
\input{mlslda/multilingual_short}
\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}}
\only<2>{\includegraphics[width=\linewidth]{infvoc/new_words_highlight_2}}
\only<3>{\includegraphics[width=\linewidth]{infvoc/new_words_highlight_3}}
\only<4>{\includegraphics[width=\linewidth]{infvoc/new_words_highlight_4}}
\only<5>{\includegraphics[width=\linewidth]{infvoc/new_words_highlight_5}}
\only<6>{\includegraphics[width=\linewidth]{infvoc/new_words_highlight_6}}
\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}
\frame{
\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}
\begin{block}{Funders}
\end{block}
\begin{center}
\includegraphics[width=0.2\linewidth]{general_figures/nsf}
\hspace{0.5cm}
\includegraphics[width=0.2\linewidth]{general_figures/arl}
\hspace{0.5cm}
\includegraphics[width=0.2\linewidth]{general_figures/iarpa}
\hspace{0.5cm}
\includegraphics[width=0.2\linewidth]{general_figures/lockheed-martin}
\end{center}
}
\begin{frame}
\bibliographystyle{plain}
\tiny
\bibliography{bib/journal-full,bib/jbg}
\end{frame}
\end{document}