Frustratingly easy domain adaptation

ACL 2007 - Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics

Volumn , Issue , 2007, Pages 256-263

  Daumé III, Hal ^a  

^a University of Utah   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DATA SETS; DIFFERENT DOMAINS; DOMAIN ADAPTATION; MULTI DOMAINS; PRE-PROCESSING STEP;

COMPUTATIONAL LINGUISTICS;

EID: 84860513476     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (7)

1. Shai Ben-David, John Blitzer, Koby Crammer, and Fernando Pereira. 2006. Analysis of representations for domain adaptation. In Advances in Neural Information Processing Systems (NIPS).
2. John Blitzer, Ryan McDonald, and Fernando Pereira. 2006. Domain adaptation with structural correspondence learning. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP).
3. Ciprian Chelba and Alex Acero. 2004. Adaptation of maximum entropy classifier: Little data can help a lot. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), Barcelona, Spain.
4. Hal Daumé III and Daniel Marcu. 2006. Domain adaptation for statistical classifiers. Journal of Artificial Intelligence Research, 26.
5. Hal Daumé III, John Langford, and Daniel Marcu. 2007. Search-based structured prediction. Machine Learning Journal (submitted).
6. Hal Daumé III. 2004. Notes on CG and LM-BFGS optimization of logistic regression. Paper available at http://pub.hal3.name/#daume04cg-bfgs, implementation available at http://hal3.name/megam/, August.
7. Christopher Manning. 2006. Doing named entity recognition? Don't optimize for F1. Post on the NLPers Blog, 25 August. http://nlpers.blogspot.com/2006/08/ doing-named-entity-recognition-dont.html.