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2008 IEEE International Conference on Semantic Computing
Topic Detection and Extraction in Chat
August 04-August 07
ISBN: 978-0-7695-3279-0
Internet-based chat environments such as Internet Relay Chat and instant messaging pose a challenge for datamining and information retrieval systems due to the multi-threaded, overlapping nature of the dialog and the nonstandard usage of language. In this paper we present preliminary methods of topic detection and topic thread extraction that augment a typical TF-IDF-based vector space model approach with temporal relationship information between posts of the chat dialog combined with WordNet hypernym augmentation. We show results that promise better performance than using only a TF-IDF bag-of-words vector space model.
Index Terms:
chat, topic detection, thread extraction, vector space model
Citation:
Paige H. Adams, Craig H. Martell, "Topic Detection and Extraction in Chat," icsc, pp.581-588, 2008 IEEE International Conference on Semantic Computing, 2008
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