Symmetric Correspondence topic models for multilingual text analysis

Advances in Neural Information Processing Systems

Volumn 2, Issue , 2012, Pages 1286-1294

  Fukumasu, Kosuke ^a   Eguchi, Koji ^a   Xing, Eric P ^b  

^a KOBE UNIVERSITY   (Japan)

^b Carnegie Mellon University ^*  (United States)

Author keywords

[No Author keywords available]

Indexed keywords

HIDDEN VARIABLE; LATENT DIRICHLET ALLOCATION; MULTILINGUAL DOCUMENTS; MULTILINGUAL TEXTS; PIVOT LANGUAGE; STRUCTURED DATA; TEXT COLLECTION; TOPIC MODELING;

STATISTICS;

EID: 84877780128     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (16)

1. Thomas Hofmann. Probabilistic latent semantic indexing. In Proceedings of the 22nd Anuual International ACM SIGIR Conference on Research and Development in Information Retrieval, pages 50-57, Berkeley, California, USA, 1999.
2. David M. Blei, Andrew Y. Ng, and Michael I. Jordan. Latent Dirichlet allocation. Journal of Machine Learning Research, 3:993-1022, 2003.
3. David Mimno, Hanna M. Wallach, Jason Naradowsky, David A. Smith, and Andrew McCallum. Polylingual topic models. In Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing, pages 880-889, Stroudsburg, Pennsylvania, USA, 2009.
4. Xiaochuan Ni, Jian-Tao Sun, Jian Hu, and Zheng Chen. Mining multilingual topics from wikipedia. In Proceedings of the 18th International Conference on World Wide Web, pages 1155-1156, Madrid, Spain, 2009.
5. Elena Erosheva, Stephen Fienberg, and John Lafferty. Mixed-membership models of scientific publications. Proceedings of the National Academy of Sciences of the United States of America, 101:5220-5227, 2004.
6. David Newman, Chaitanya Chemudugunta, Padhraic Smyth, and Mark Steyvers. Statistical entity-topic models. In Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pages 680-686, Philadelphia, Pennsylvania, USA, 2006.
7. David M. Blei and Michael I. Jordan. Modeling annotated data. In Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Informaion Retrieval, pages 127-134, Toronto, Canada, 2003.
8. Bing Zhao and Eric P. Xing. BiTAM: Bilingual topic admixture models for word alignment. In Proceedings of the 44th Annual Meeting of the Association for Computational Linguistics, pages 969-976, Sydney, Australia, 2006.
9. Jordan Boyd-Graber and David M. Blei. Multilingual topic models for unaligned text. In Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, pages 75-82, Montreal, Canada, 2009.
10. Jagadeesh Jagarlamudi and Hal Daume. Extracting multilingual topics from unaligned comparable corpora. In Advances in Information Retrieval, volume 5993 of Lecture Notes in Computer Science, pages 1-12. Springer, 2010.
11. Duo Zhang, Qiaozhu Mei, and ChengXiang Zhai. Cross-lingual latent topic extraction. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, pages 1128-1137, Uppsala, Sweden, 2010.
12. James P. Callan, W. Bruce Croft, and Stephen M. Harding. The INQUERY retrieval system. In Proceedings of the 3rd International Conference on Database and Expert Systems Applications, pages 78-83, Valencia, Spain, 1992.
13. Jacques Savoy. Report on CLEF-2002 experiments: Combining multiple sources of evidence. In Advances in Cross-Language Information Retrieval, volume 2785 of Lecture Notes in Computer Science, pages 66-90. Springer, 2003.
14. Mark Steyvers and Tom Griffiths. Handbook of Latent Semantic Analysis, chapter 21: Probabilistic Topic Models. Lawrence Erbaum Associates, Mahwah, New Jersey and London, 2007.
15. Hanna M. Wallach, Iain Murray, Ruslan Salakhutdinov, and David Mimno. Evaluation methods for topic models. In Proceedings of the 26th International Conference on Machine Learning, pages 1105-1112, Montreal, Canada, 2009.
16. Jianhua Lin. Divergence measures based on the shannon entropy. IEEE Transactions on Information Theory, 37(1):145-151, 1991.