Nonparametric Bayesian word sense induction

ACL HLT 2011 - TextGraphs 2011: Workshop on Graph-Based Methods for Natural Language Processing, Proceedings of the Workshop

Volumn , Issue , 2011, Pages 10-14

  Yao, Xuchen ^a   Durme, Benjamin Van ^a,b  

^a JOHNS HOPKINS UNIVERSITY   (United States)

^b Johns Hopkins University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN MODEL; HIERARCHICAL DIRICHLET PROCESS (HDP); LATENT DIRICHLET ALLOCATIONS; NON-PARAMETRIC BAYESIAN; NON-PARAMETRIC BAYESIAN MODELING; RESTRICTED-DOMAIN; VARIABLE NUMBER; WORD SENSE INDUCTIONS;

NATURAL LANGUAGE PROCESSING SYSTEMS; STATISTICS;

BAYESIAN NETWORKS;

EID: 84883305884     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (22)

1. Eneko Agirre and Aitor Soroa. 2007. Semeval-2007 Task 02: Evaluating Word Sense Induction And Discrimination Systems. In Proceedings of the 4th International Workshop on Semantic Evaluations, SemEval '07, pages 7-12.
2. Stefan Bordag. 2006. Word Sense Induction: Triplet-Based Clustering And Automatic Evaluation. In Proceedings of the 11th EACL, pages 137-144.
3. Samuel Brody and Mirella Lapata. 2009. BayesianWord Sense Induction. In EACL '09: Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics, pages 103-111.
4. Jeremy H. Clear, 1993. The British national corpus, pages 163- 187. MIT Press, Cambridge, MA, USA.
5. Beate Dorow and Dominic Widdows. 2003. Discovering Corpus-Specific Word Senses. In Proceedings of the tenth conference on European chapter of the Association for Computational Linguistics, EACL '03, pages 79-82.
6. T. S. Ferguson. 1973. A Bayesian Analysis of Some Nonparametric Problems. The Annals of Statistics, 1(2):209-230.
7. S. Geman and D. Geman, 1990. Stochastic Relaxation, Gibbs Distributions, And The Bayesian Restoration Of Images, pages 452-472.
8. Eduard Hovy, Mitchell Marcus, Martha Palmer, Lance Ramshaw, and Ralph Weischedel. 2006. OntoNotes: The 90% solution. In Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers, NAACL-Short '06, pages 57-60.
9. Ioannis Klapaftis and Suresh Manandhar. 2010. Word Sense Induction & Disambiguation Using Hierarchical Random Graphs. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pages 745- 755, October.
10. Linlin Li, Benjamin Roth, and Caroline Sporleder. 2010. Topic Models For Word Sense Disambiguation And Token-Based Idiom Detection. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, ACL '10, pages 1138-1147.
11. Mitchell P. Marcus, Beatrice Santorini, and Mary A. Marcinkiewicz. 1994. Building a Large Annotated Corpus of English: The Penn Treebank. Computational Linguistics, 19(2):313-330.
12. Andrew Kachites McCallum. 2002. MALLET: A Machine Learning for Language Toolkit.
13. Zheng-Yu Niu, Dong-Hong Ji, and Chew-Lim Tan. 2007. I2R: Three Systems For Word Sense Discrimination, Chinese Word Sense Disambiguation, And English Word Sense Disambiguation. In Proceedings of the 4th International Workshop on Semantic Evaluations, SemEval '07, pages 177- 182.
14. Patrick Pantel and Dekang Lin. 2002. Discovering Word Senses From Text. In Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '02, pages 613-619.
15. Ted Pedersen. 2007. UMND2: SenseClusters applied to the sense induction task of Senseval-4. In Proceedings of the 4th International Workshop on Semantic Evaluations, SemEval '07, pages 394-397.
16. Amruta Purandare and Ted Pedersen. 2004. Word Sense Discrimination by Clustering Contexts in Vector and Similarity Spaces. In Proceedings of CoNLL-2004, pages 41-48.
17. Joseph Reisinger and Raymond J. Mooney. 2010. A Mixture Model with Sharing for Lexical Semantics. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP-2010), pages 1173-1182, MIT, Massachusetts, USA.
18. Hinrich Schütze. 1998. Automatic Word Sense Discrimination. Comput. Linguist., 24:97-123, March.
19. Y. W. Teh, M. I. Jordan, M. J. Beal, and D. M. Blei. 2006. Hierarchical Dirichlet Processes. Journal of the American Statistical Association, 101(476):1566-1581.
20. Andreas Vlachos, Anna Korhonen, and Zoubin Ghahramani. 2009. Unsupervised and constrained Dirichlet process mixture models for verb clustering. In Proceedings of the Workshop on Geometrical Models of Natural Language Semantics, GEMS '09, pages 74-82.
21. Chong Wang. 2010. An implementation of hierarchical dirichlet process (HDP) with split-merge operations.
22. David Yarowsky. 1992. Word-Sense Disambiguation Using Statistical Models Of Roget's Categories Trained On Large Corpora. In Proceedings of the 14th conference on Computational linguistics, pages 454-460.