Single and Multi-objective Optimization for Feature Selection in Anaphora Resolution

IJCNLP 2011 - Proceedings of the 5th International Joint Conference on Natural Language Processing

Volumn , Issue , 2011, Pages 93-101

  Saha, Sriparna ^a   Ekbal, Asif ^a   Uryupina, Olga ^b   Poesio, Massimo ^b,c  

^a INDIAN INSTITUTE OF TECHNOLOGY PATNA   (India)

^b UNIVERSITY OF TRENTO   (Italy)

^c UNIVERSITY OF ESSEX   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

GENETIC ALGORITHMS; NATURAL LANGUAGE PROCESSING SYSTEMS;

ANAPHORA RESOLUTION; COREFERENCE; FEATURES SELECTION; MULTI-OBJECTIVE OPTIMIZATION TECHNIQUES; MULTI-OBJECTIVES OPTIMIZATION; PERFORMANCE; RESOLUTION SYSTEMS; SINGLE OBJECTIVE OPTIMIZATION;

MULTIOBJECTIVE OPTIMIZATION;

EID: 84891703782     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (23)

1. Amit Bagga and Breck Baldwin. 1998. Algorithms for scoring coreference chains. In Proc. of the LREC workshop on Linguistic Coreference, pages 563-566, Granada.
2. Eric Bengtson and Dan Roth. 2008. Understanding the value of features for coreference resolution. In Proc. of EMNLP.
3. Kalyanmoy Deb, Amrit Pratap, Sameer Agarwal, and T. Meyarivan. 2002. A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Transactions on Evolutionary Computation, 6(2):181-197.
4. Kalyanmoy Deb. 2001. Multi-objective Optimization Using Evolutionary Algorithms. John Wiley and Sons, Ltd, England.
5. George Doddington, Alexis Mitchell, Mark Przybocki, Lance Ramshaw, Stephanie Strassell, and Ralph Weischedel. 2004. The automatic content extraction (ACE) program-tasks, data, and evaluation. In Proc. of LREC.
6. David E. Goldberg. 1989. Genetic Algorithms in Search, Optimization and Machine Learning. Addison-Wesley, New York.
7. Veronique Hoste. 2005. Optimization Issues in Machine Learning of Coreference Resolution. Ph.D. thesis, Antwerp University.
8. Ryu Iida, Kentaro Inui, Hiroya Takamura, and Yuji Matsumoto. 2003. Incorporating contextual cues in trainable models for coreference resolution. In Proc. EACL Workshop on the Computational Treatment of Anaphora.
9. Xiaoqiang Luo, Abe Ittycheriah, Hongyan Jing, Nanda Kambhatla, and Salim Roukos. 2004. A mention-synchronous coreference resolution algorithm based on the Bell Tree. In Proc. of ACL 2004, pages 136-143.
10. Xiaoqiang Luo. 2005. On coreference resolution performance metrics. In Proc. NAACL/EMNLP, Vancouver.
11. Art Munson, Claire Cardie, and Rich Caruana. 2005. Optimizing to arbitrary NLP metrics using ensemble selection. In Proceedings of HLT/EMNLP, pages 539-546.
12. Vincent Ng and Claire Cardie. 2002. Improving machine learning approaches to coreference resolution. In Proceedings of the 40th Annual Meeting on Association for C omputational Linguistics, pages 104-111.
13. Hoifung Poon and Pedro Domingos. 2008. Joint unsupervised coreference resolution with Markov logic. In Proceedings of the Conference on Empirical Methods in Natural Language Processing.
14. Marta Recasens and Eduard Hovy. 2009. A deeper look into features for coreference resolution. In S. Lalitha Devi, A. Branco, and R. Mitkov, editors, Anaphora Processing and Applications (DAARC 2009, number 5847 in LNAI, pages 29-42, Berlin/Heidelberg. Springer-Verlag.
15. Marta Recasens and Eduard Hovy. 2011. Blanc: Implementing the rand index for coreference evaluation. Natural Language Engineering.
16. Marta Recasens, Lluis Màrquez, Emili Sapena, M. Antònia Martí, Mariona Taulé, Véronique Hoste, Massimo Poesio, and Yannick Versley. 2010. Semeval-2010 task 1: Coreference resolution in multiple languages. In Proc. SEMEVAL 2010, Uppsala.
17. Wee Meng Soon, Hwee Tou Ng, and Daniel Chung Yong Lim. 2001. A machine learning approach to coreference resolution of noun phrases. Computational Linguistic, 27(4):521-544.
18. Olga Uryupina. 2007. Knowledge Acquisition for Coreference Resolution. Ph.D. thesis, University of the Saarland.
19. Olga Uryupina. 2010. Corry: a system for coreference resolution. In Proceedings of the 5th International Workshop on Semantic Eval uation (SemEval'10).
20. Yannick Versley, Simone Paolo Ponzetto, Massimo Poesio, Vladimir Eidelman, Alan Jern, Jason Smith, Xiaofeng Yang, and Alessandro Moschitti. 2008. BART: a modular toolkit for coreference resolution. In Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies, pages 9-12.
21. Marc Vilain, John Burger, John Aberdeen, Dennis Connolly, and Lynette Hirschman. 1995. A model-theoretic coreference scoring scheme. In Proc. of the Sixth Message Understanding Conference, pages 45-52.
22. Xiaofeng Yang, Jian Su, and Chew Lim Tan. 2005. A twin-candidate model of coreference resolution with non-anaphor identification capability. In Proc. of IJCNLP, pages 719-730.
23. Shanheng Zhao and Hwee Tou Ng. 2010. Maximum metric score training for coreference resolution. In Proceeding of COLING-2010.