Learning a Named Entity Tagger from Gazetteers with the Partial Perceptron

AAAI Spring Symposium - Technical Report

Volumn SS-09-07, Issue , 2009, Pages 7-13

  Carlson, Andrew ^a   Gaffney, Scott ^b   Vasile, Flavian ^b  

^a Carnegie Mellon University   (United States)

^b YAHOO RESEARCH   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ANNOTATED TRAINING DATA; CONDITIONAL RANDOM FIELD; LABELED DATA; LABELING ALGORITHMS; LOOKUPS; MODEL YIELDS; NAMED ENTITIES; NAMED ENTITY RECOGNITION; PERCEPTRON; STATE-OF-THE-ART ALGORITHMS; TRAINING DATA; UNLABELED DATA;

EDUCATION; LABELS; LOCOMOTIVES; RAILROAD CARS;

LEARNING ALGORITHMS;

EID: 70350521631     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (23)

1. Bellare, K., and McCallum, A. 2007. Learning extractors from unlabeled text using relevant databases. In Proceedings of IIWeb-AAAI,07 Workshop.
2. Bikel, D. M.; Schwartz, R.; and Weischedel, R. M. 1999. An algorithm that learns what,s in a name. Machine Learning 34(1 -3):211-231.
3. Borthwick, A. E. 1999. A maximum entropy approach to named entity recognition. Ph.D. Dissertation, New York University, New York, NY, USA.
4. Ciaramita, M., and Altun, Y 2006. Broad-coverage sense disambiguation and information extraction with a super-sense sequence tagger. In Proceedings ofEMNLP.
5. Collins, M., and Singer, Y 1999. Unsupervised models for named entity classification. In Proceedings of EMNLP.
6. Collins, M. 2002. Discriminative training methods for hidden markov models: Theory and experiments with perceptron algorithms. In Proceedings of EMNLP.
7. Erik, and De Meulder, F. 2003. Introduction to the conll-2003 shared task: language-independent named entity recognition. In Proceedings of CoNLL.
8. Etzioni, O.; Cafarella, M. J.; Downey, D.; Popescu, A.; Shaked, T.; Soderland, S.; Weld, D. S.; and Yates, A. 2005. Unsupervised named-entity extraction from the web: An experimental study. Artificial Intelligence 165(1):91-134.
9. Freund, Y., and Schapire, R. E. 1999. Large margin classification using the perceptron algorithm. In Machine Learning, 277-296.
10. Lafferty, J.; Mccallum, A.; and Pereira, F 2001. Conditional random fields: Probabilistic models for segmenting and labeling sequence data. In Proceedings of lCML.
11. In Proceedings of CoNLL.
12. Morgan, A. A.; Hirschman, L.; Colosimo, M.; Yeh, A. S.; and Colombe, J. B. 2004. Gene name identification and normalization using a model organism database. J. of Biomedical Informatics 37(6):396-410.
13. Nadeau, D., and Sekine, S. 2007. A survey of named entity recognition and classification. Journal of Linguisticae Investigationes 30(1).
14. Nadeau, D.; Turney, P. D.; and Matwin, S. 2006. Unsupervised named-entity recognition: Generating gazetteers and resolving ambiguity. In Proceedings of CCAI.
15. Nadeau, D. 2005. Balie - baseline information extraction: Multilingual information extraction from text with machine learning and natural language techniques. Technical report, University of Ottawa.
16. Niu, C; Li, W.; Ding, J.; and Srihari, R. K. 2003. A bootstrapping approach to named entity classification using successive learners. In Proceeding of ACL.
17. Punyakanok, V.; Roth, D.; tau Yih, W.; and Zimak, D. 2004. Semantic role labeling via integer linear programming inference. In Proceedings of COLING.
18. Rozenfeld, B., and Feldman, R. 2008. Self-supervised relation extraction from the web. Knowl. Inf. Syst. 17(1):17-33.
19. Sha, F., and Pereira, F. 2003. Shallow parsing with conditional random fields. In Proceedings of NAACL-HLT.
20. Vlachos, A.; Gasperin, C; Lewin, I.; and Briscoe, T. 2006. Bootstrapping the recognition and anaphoric linking of named entities in drosophila articles. Pac Symp Biocom-put 100-111.
21. Wang, R. C, and Cohen, W W. 2007. Language-independent set expansion of named entities using the web. In Proceedings of lCDM.
22. Weischedel, R., and Brunstein, A. 2005. Bbn pronoun coreference and entity type corpus. Linguistic Data Consortium, Philadelphia. LDC2005T13.
23. Whitelaw, C; Kehlenbeck, A.; Petrovic, N.; and Ungar, L. 2008. Web-scale named entity recognition. In Proceedings of CIKM.