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10.1145/1526709.1526877acmconferencesArticle/Chapter ViewAbstractPublication PagesthewebconfConference Proceedingsconference-collections
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Modeling semantics and structure of discussion threads

Published: 20 April 2009 Publication History

Abstract

The abundant knowledge in web communities has motivated the research interests in discussion threads. The dynamic nature of discussion threads poses interesting and challenging problems for computer scientists. Although techniques such as semantic models or structural models have been shown to be useful in a number of areas, they are inefficient in understanding discussion threads due to the temporal dependence among posts in a discussion thread. Such dependence causes that semantics and structure coupled with each other in discussion threads. In this paper, we propose a sparse coding-based model named SMSS to Simultaneously Model Semantic and Structure of discussion threads.

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D. M. Blei, A. Y. Ng, and M. I. Jordan. Latent dirichlet allocation. Journal of Machine Learning Research, 3(6):993--1022, 2003.
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C. Chemudugunta, P. Smyth, and M. Steyvers. Modeling general and specific aspects of documents with a probabilistic topic model. Advances in newral information processing systems, 41(6):391--407, 1990.

Cited By

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  • (2012)The cloud video material transfer code system design in the global station network environment2012 International Conference on Image Analysis and Signal Processing10.1109/IASP.2012.6425033(1-3)Online publication date: Nov-2012
  • (2011)Predicting thread discourse structure over technical web forumsProceedings of the Conference on Empirical Methods in Natural Language Processing10.5555/2145432.2145435(13-25)Online publication date: 27-Jul-2011
  • (2011)Online community search using conversational structuresInformation Retrieval10.1007/s10791-011-9166-814:6(547-571)Online publication date: 23-Apr-2011
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Published In

cover image ACM Conferences
WWW '09: Proceedings of the 18th international conference on World wide web
April 2009
1280 pages
ISBN:9781605584874
DOI:10.1145/1526709

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 20 April 2009

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Author Tags

  1. reply reconstruction
  2. sparse coding
  3. threaded discussion

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View all
  • (2012)The cloud video material transfer code system design in the global station network environment2012 International Conference on Image Analysis and Signal Processing10.1109/IASP.2012.6425033(1-3)Online publication date: Nov-2012
  • (2011)Predicting thread discourse structure over technical web forumsProceedings of the Conference on Empirical Methods in Natural Language Processing10.5555/2145432.2145435(13-25)Online publication date: 27-Jul-2011
  • (2011)Online community search using conversational structuresInformation Retrieval10.1007/s10791-011-9166-814:6(547-571)Online publication date: 23-Apr-2011
  • (2010)Tagging and linking web forum postsProceedings of the Fourteenth Conference on Computational Natural Language Learning10.5555/1870568.1870591(192-202)Online publication date: 15-Jul-2010

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