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Abstract: Informal chat-room conversations have intrinsically different properties from regular static document collections. Noise, concise expressions and dynamic, changing and interleaving nature of discussions make chat data ill-suited for analysis with an off-the-shelf text mining method. On the other hand, interactive human communication has some implicit features which may be used to enhance the results. (Update)
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BibTeX entry: (Update)
@misc{ tuulos-combining,
author = "Ville Tuulos and Henry Tirri",
title = "Combining Topic Models and Social Networks for Chat Data Mining",
url = "citeseer.ist.psu.edu/tuulos04combining.html" }
Citations (may not include all citations):576 Authoritative sources in a hyperlinked environment - Kleinberg - 1998
376 Text categorization with support vector machines: Learning w.. - Joachims - 1998
344 The pagerank citation ranking: Bringing order to the web - Page, Brin et al. - 1998
328 Foundations of Statistical Natural Language Processing - Manning, utze - 1999
268 Making large-scale SVM learning practical - Joachims - 1999
80 Independent Component Analysis (context) - arinen, Karhunen et al. - 2001
38 Variational extensions to EM and multinomial PCA - Buntine - 2002
13 Applying discrete pca in data analysis - Buntine - 2004
7 Topic identification in dynamical text by complexity pursuit - Bingham, Kaban et al. - 2003
5 Is multinomial PCA multi-faceted clustering or dimensionalit.. - Buntine, Perttu - 2003
5 Signal detection using ica: application to chat room topic s.. - Kolenda, Hansen et al.
4 Mining newsgroups using networks arising from social behavio.. - Agrawal, Rajagopalan et al. - 2003
3 Butterfly: A conversation-finding agent for internet relay c.. (context) - Dyke, Lieberman et al. - 1999
2 Chattrack: Chat room topic detection using classification - Bengel, Gauch et al. - 2004
2 Language models for intelligent search using multinomial PCA (context) - Buntine, Myllymaki et al. - 2003
2 Exploring trends in a topicbased search engine (context) - Buntine, Perki - 2004
http://cosco.hiit.fi/irchiver/
http://chatcircles.media.mit.edu/
http://www.jibble.org/piespy/
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