Definition extraction with balanced random forests

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5221 LNAI, Issue , 2008, Pages 237-247

  Kobyliński, Łukasz ^a   Przepiórkowski, Adam ^b,c  

^a WARSAW UNIVERSITY OF TECHNOLOGY   (Poland)

^b INSTITUTE OF COMPUTER SCIENCE   (Poland)

^c UNIVERSITY OF WARSAW   (Poland)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; CLASSIFICATION (OF INFORMATION); COMPUTATIONAL LINGUISTICS; LEARNING SYSTEMS; NATURAL LANGUAGE PROCESSING SYSTEMS;

CLASSIFICATION METHODS; DATA SETS; INTERNATIONAL CONFERENCES; MACHINE-LEARNING; NATURAL LANGUAGE PROCESSING; NATURAL LANGUAGE TEXTS; NOISY DATA; PROBLEM DOMAINS; RANDOM FORESTS;

LINGUISTICS;

EID: 52149095879     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-85287-2_23     Document Type: Conference Paper

References (19)

1. Breiman, L.: Random forests. Machine Learning 45, 5-32 (2001)
2. Chen, C., Liaw, A., Breiman, L.: Using random forest to learn imbalanced data. Technical Report 666, University of California, Berkeley (2004), http://www.stat.berkeley.edu/tech-reports/666.pdf
3. Degórski, ł, Marcińczuk, M., Przepiórkowski, A.: Definition extraction using a sequential combination of baseline grammars and machine learning classifiers. In: Proceedings of the Sixth International Conference on Language Resources and Evaluation (LREC 2008). ELRA, Forthcoming (2008)
4. Fahmi, I., Bouma, G.: Learning to identify definitions using syntactic features. In: Proceedings of the EACL 2006 workshop on Learning Structured Information in Natural Language Applications (2006)
5. Kingsbury, P., Palmer, M.: From TreeBank to PropBank. In: Proceedings of the Third International Conference on Language Resources and Evaluation, LREC 2002, pp. 1989-1993. ELRA, Las Palmas (2002)
6. Klavans, J.L., Muresan, S.: DEFINDER: Rule-based methods for the extraction of medical terminology and their associated definitions from on-line text. In: Proceedings of the Annual Fall Symposium of the American Medical Informatics Association (2000)
7. Klavans, J.L., Muresan, S.: Evaluation of the DEFINDER system for fully automatic glossary construction. In: Proceedings of AMIA Symposium (2001)
8. Lin, D., Wu, D. (eds.): Proceedings of the 2004 Conference on Empirical Methods in Natural Language Processing (EMNLP 2004). ACL, Barcelona (2004)
9. Malaisé, V., Zweigenbaum, P., Bachimont, B.: Detecting semantic relations between terms in definitions. In: Ananadiou, S., Zweigenbaum, P. (eds.) COL-ING 2004 CompuTerm 2004: 3rd International Workshop on Computational Terminology, Geneva, Switzerland, pp. 55-62 (2004)
10. Miliaraki, S., Androutsopoulos, I.: Learning to identify single-snippet answers to definition questions. In: Proceedings of COLING 2004, Geneva, Switzerland, pp. 1360-1366 (2004)
11. Nielsen, R.D., Pradhan, S.: In: Lin, Wu (eds.) Mixing weak learners in semantic parsing, pp. 80-87 (2004)
12. Pearson, J.: The expression of definitions in specialised texts: a corpus-based analysis. In: Gellerstam, M., Järborg, J., Malmgren, S.G., Norén, K., Rogström, L., Papmehl, C. (eds.) Proceedings of the Seventh Euralex International Congress, Göteborg, pp. 817-824 (1996)
13. Przepiórkowski, A., Degórski, Ł, Wójtowicz, B.: On the evaluation of Polish definition extraction grammars. In: Vetulani, Z. (ed.) Proceedings of the 3rd Language & Technology Conference, Poznań, Poland, pp. 473-477 (2007a)
14. Przepiórkowski, A., Degórski, Ł, Spousta, M., Simov, K., Osenova, P., Lemnitzer, L., Kuboň, V., Wójtowicz, B.: Towards the automatic extraction of definitions in Slavic. In: Piskorski, J., Pouliquen, B., Steinberger, R., Tanev, H. (eds.) Proceedings of the Workshop on Balto-Slavonic Natural Language Processing at ACL 2007, Prague, pp. 43-50 (2007b)
15. Przepiórkowski, A., Marcińczuk, M., Degórski, Ł.: Dealing with small, noisy and imbalanced data: Machine learning or manual grammars? In: Sojka, P., Kopeček, I., Pala, K. (eds.) Text, Speech and Dialogue: 9th International Conference (TSD 2008), Brno, Czech Republic, September 2008. LNCS (LNAI). Springer, Berlin (2008)
16. Storrer, A., Wellinghoff, S.: Automated detection and annotation of term definitions in German text corpora. In: Proceedings of the Fifth International Conference on Language Resources and Evaluation, LREC 2006, ELRA, Genoa (2006)
17. Walter, S., Pinkal, M.: Automatic extraction of definitions from German court decisions. In: Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics, Sydney, Australia, pp. 20-28 (2006)
18. Xu, P., Jelinek, F.: In: Lin, Wu (eds.) Random forests in language modeling, pp. 325-332 (2004)
19. Xu, P., Jelinek, F.: Random forests and the data sparseness problem in language modeling. Computer Speech and Language 21(1), 105-152 (2007)