Domain adaptive bootstrapping for named entity recognition

EMNLP 2009 - Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: A Meeting of SIGDAT, a Special Interest Group of ACL, Held in Conjunction with ACL-IJCNLP 2009

Volumn , Issue , 2009, Pages 1523-1532

  Wu, Dan ^a   Lee, Wee Sun ^a   Ye, Nan ^a   Chieu, Hai Leong ^b  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

^b DSO NATIONAL LABORATORIES   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

ITERATIVE METHODS; LEARNING ALGORITHMS; NATURAL LANGUAGE PROCESSING SYSTEMS;

BOOTSTRAPPING ALGORITHM; DIFFERENT DOMAINS; DOMAIN ADAPTATION; EFFECTIVE DOMAINS; LABELED TRAINING DATA; NAMED ENTITY RECOGNITION; TARGET APPLICATION; UNLABELED DATA;

CLASSIFICATION (OF INFORMATION);

EID: 78651299202     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/1699648.1699699     Document Type: Conference Paper

References (15)

1. Steffen Bickel, Michael Brückner, and Tobias Scheffer. 2007. Discriminative learning for differing training and test distributions. In ICML '07: Proceedings of the 24th international conference on Machine learning, pages 81-88, New York, NY, USA. ACM Press.
2. John Blitzer, Ryan McDonald, and Fernando Pereira. 2006. Domain adaptation with structural correspondence learning. In Conference on Empirical Methods in Natural Language Processing, Sydney, Australia.
3. Yee Seng Chan and Hwee Tou Ng. 2007. Domain adaptation with active learning for word sense disambiguation. In Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics, pages 49-56, Prague, Czech Republic, June. Association for Computational Linguistics.
4. Massimiliano Ciaramita and Yasemin Altun. 2005. Named-entity recognition in novel domains with external lexical knowledge. In Advances in Structured Learning for Text and Speech Processing Workshop.
5. Hal Daumé III and Daniel Marcu. 2006. Domain adaptation for statistical classifiers. Journal of Artificial Intelligence Research, 26:101-126.
6. Hal Daumé III. 2007. Frustratingly easy domain adaptation. In Conference of the Association for Computational Linguistics (ACL), Prague, Czech Republic.
7. Jenny Rose Finkel and Christopher D. Manning. 2009. Hierarchical bayesian domain adaptation. In Proceedings of the Human Language Technology Conference of the NAACL, Main Conference, New York City, USA. Association for Computational Linguistics.
8. Jenny Rose Finkel, Trond Grenager, and Christopher Manning. 2005. Incorporating non-local information into information extraction systems by gibbs sampling. In ACL '05: Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics, pages 363-370, Morristown, NJ, USA. Association for Computational Linguistics.
9. Jing Jiang and ChengXiang Zhai. 2007. Instance weighting for domain adaptation in nlp. In Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics, pages 264-271, Prague, Czech Republic, June. Association for Computational Linguistics.
10. Thorsten Joachims. 1999. Transductive inference for text classification using support vector machines. In ICML '99: Proceedings of the Sixteenth International Conference on Machine Learning, pages 200-209, San Francisco, CA, USA. Morgan Kaufmann Publishers Inc.
11. T. Joachims. 2002. Learning to Classify Text Using Support Vector Machines - Methods, Theory, and Algorithms. Kluwer/Springer.
12. Linguistic Data Consortium LDC. 2005. ACE (Automatic Content Extraction) English Annotation Guidelines for Entities.
13. Christopher Manning and Dan Klein. 2003. Optimization, maxent models, and conditional estimation without magic. In NAACL '03: Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology, pages 8-8, Morristown, NJ, USA. Association for Computational Linguistics.
14. Dan Shen, Jie Zhang, Jian Su, Guodong Zhou, and Chew-Lim Tan. 2004. Multi-criteria-based active learning for named entity recognition. In Proceedings of the 42nd Meeting of the Association for Computational Linguistics (ACL'04), Main Volume, pages 589-596, Barcelona, Spain, July.
15. Erik Tjong and Fien De Meulder. 2003. Introduction to the conll-2003 shared task: Languageindependent named entity recognition. In Proceedings of Conference on Computational Natural Language Learning.