Reducing semantic drift with bagging and distributional similarity

ACL-IJCNLP 2009 - Joint Conf. of the 47th Annual Meeting of the Association for Computational Linguistics and 4th Int. Joint Conf. on Natural Language Processing of the AFNLP, Proceedings of the Conf.

Volumn , Issue , 2009, Pages 396-404

  McIntosh, Tara ^a   Curran, James R ^a  

^a UNIVERSITY OF SYDNEY   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; ITERATIVE METHODS; SEMANTICS;

BOOTSTRAPPING ALGORITHM; DISTRIBUTIONAL SIMILARITIES; SEMANTIC DRIFTS; SEMANTIC LEXICON;

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 78049308805     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/1687878.1687935     Document Type: Conference Paper

References (24)

1. Leo Breiman. 1996. Bagging predictors. Machine Learning, 26(2):123-140.
2. James R. Curran, Tara Murphy, and Bernhard Scholz. 2007. Minimising semantic drift with mutual exclusion bootstrapping. In Proceedings of the 10th Conference of the Pacific Association for Computational Linguistics, pages 172-180, Melbourne, Australia.
3. James R. Curran. 2004. From Distributional to Semantic Similarity. Ph.D. thesis, University of Edinburgh.
4. Jason Eisner and Damianos Karakos. 2005. Bootstrapping without the boot. In Proceedings of the Conference on Human Language Technology and Conference on Empirical Methods in Natural Language Processing, pages 395-402, Vancouver, British Columbia, Canada.
5. Gregory Grefenstette. 1994. Explorations in Automatic Thesaurus Discovery. Kluwer Academic Publishers, USA.
6. Claire Grover, Michael Matthews, and Richard Tobin. 2006. Tools to address the interdependence between tokenisation and standoff annotation. In Proceedings of the Multi-dimensional Markup in Natural Language Processing Workshop, Trento, Italy.
7. Zellig Harris. 1954. Distributional structure. Word, 10(2/3):146-162.
8. Marti A. Hearst. 1992. Automatic acquisition of hyponyms from large text corpora. In Proceedings of the 14th International Conference on Computational Linguistics, pages 539-545, Nantes, France.
9. William Hersh, Aaron M. Cohen, Lynn Ruslen, and Phoebe M. Roberts. 2007. TREC 2007 Genomics Track Overview. In Proceedings of the 16th Text REtrieval Conference, Gaithersburg, MD, USA.
10. Mamoru Komachi, Taku Kudo, Masashi Shimbo, and Yuji Matsumoto. 2008. Graph-based analysis of semantic drift in Espresso-like bootstrapping algorithms. In Proceedings of the Conference on Empirical Methods in Natural Language Processing, pages 1011-1020, Honolulu, USA.
11. J. Richard Landis and Gary G. Koch. 1977. The measurement of observer agreement in categorical data. Biometrics, 33(1):159-174.
12. Tara McIntosh and James R. Curran. 2008. Weighted mutual exclusion bootstrapping for domain independent lexicon and template acquisition. In Proceedings of the Australasian Language Technology Association Workshop, pages 97-105, Hobart, Australia.
13. Edgar Meij and Sophia Katrenko. 2007. Bootstrapping language associated with biomedical entities. The AID group at TREC Genomics 2007. In Proceedings of The 16th Text REtrieval Conference, Gaithersburg, MD, USA.
14. Shachar Mirkin, Ido Dagan, and Maayan Geffet. 2006. Integrating pattern-based and distributional similarity methods for lexical entailment acquistion. In Proceedings of the 21st International Conference on Computational Linguisitics and the 44th Annual Meeting of the Association for Computational Linguistics, pages 579-586, Sydney, Australia.
15. Vincent Ng and Claire Cardie. 2003. Weakly supervised natural language learning without redundant views. In Proceedings of the Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics, pages 94-101, Edmonton, USA.
16. Marius Paşca, Dekang Lin, Jeffrey Bigham, Andrei Lifchits, and Alpa Jain. 2006. Names and similarities on the web: Fact extraction in the fast lane. In Proceedings of the 21st International Conference on Computational Linguisitics and the 44th Annual Meeting of the Association for ComputationalLinguistics, pages 809-816, Sydney, Australia.
17. Patrick Pantel and Deepak Ravichandran. 2004. Automatically labelling semantic classes. In Proceedings of the Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics, pages 321-328, Boston, MA, USA.
18. Marco Pennacchiotti and Patrick Pantel. 2006. A bootstrapping algorithm for automatically harvesting semantic relations. In Proceedings of Inference in Computational Semantics (ICoS-06), pages 87-96, Buxton, England.
19. Ellen Riloff and Rosie Jones. 1999. Learning dictionaries for information extraction by multi-level bootstrapping. In Proceedings of the 16th National Conference on Artificial Intelligence and the 11th Innovative Applications of Artificial Intelligence Conference, pages 474-479, Orlando, FL, USA.
20. Ellen Riloff, Janyce Wiebe, and Theresa Wilson. 2003. Learning subjective nouns using extraction pattern bootstrapping. In Proceedings of the Seventh Conference on Natural Language Learning (CoNLL-2003), pages 25-32.
21. Michael Thelen and Ellen Riloff. 2002. A bootstrapping method for learning semantic lexicons using extraction pattern contexts. In Proceedings of the Conference on Empirical Methods in Natural Language Processing, pages 214-221, Philadelphia, USA.
22. Xiaofeng Yang and Jian Su. 2007. Coreference resolution using semantic relatedness information from automatically discovered patterns. In Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics, pages 528-535, Prague, Czech Republic.
23. Roman Yangarber. 2003. Counter-training in discovery of semantic patterns. In Proceedings of the 41st Annual Meeting of the Association for Computational Linguistics, pages 343-350, Sapporo, Japan.
24. Hong Yu and Eugene Agichtein. 2003. Extracting synonymous gene and protein terms from biological literature. Bioinformatics, 19(1):i340-i349.