Improving the impact of subjectivity word sense disambiguation on contextual opinion analysis

CoNLL 2011 - Fifteenth Conference on Computational Natural Language Learning, Proceedings of the Conference

Volumn , Issue , 2011, Pages 87-96

  Akkaya, Cem ^a   Wiebe, Janyce ^a   Conrad, Alexander ^a   Mihalcea, Rada ^b  

^a UNIVERSITY OF PITTSBURGH   (United States)

^b UNIVERSITY OF NORTH TEXAS   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

INTEGRATION RULE; OPINION ANALYSIS; SCALE-UP; SMALL SCALE; WORD SENSE DISAMBIGUATION;

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 84862284073     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (29)

1. Apoorv Agarwal, Fadi Biadsy, and Kathleen Mckeown. 2009. Contextual phrase-level polarity analysis using lexical affect scoring and syntactic N-grams. In Proceedings of the 12th Conference of the European Chapter of the ACL (EACL 2009), pages 24-32. Association for Computational Linguistics.
2. Cem Akkaya, Janyce Wiebe, and Rada Mihalcea. 2009. Subjectivity word sense disambiguation. In Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing, pages 190-199, Singapore, August. Association for Computational Linguistics.
3. Cem Akkaya, Alexander Conrad, Janyce Wiebe, and Rada Mihalcea. 2010. Amazon mechanical turk for subjectivity word sense disambiguation. In Proceedings of the NAACL HLT 2010 Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk, pages 195-203, Los Angeles, June. Association for Computational Linguistics.
4. Alina Andreevskaia and Sabine Bergler. 2006. Mining wordnet for a fuzzy sentiment: Sentiment tag extraction from wordnet glosses. In Proceedings of the 11rd Conference of the European Chapter of the Association for Computational Linguistics (EACL-2006).
5. Alina Andreevskaia and Sabine Bergler. 2008. When specialists and generalists work together: Overcoming domain dependence in sentiment tagging. In Proceedings of ACL-08: HLT, pages 290-298, Columbus, Ohio, June. Association for Computational Linguistics.
6. Kenneth Bloom, Navendu Garg, and Shlomo Argamon. 2007. Extracting appraisal expressions. In HLTNAACL 2007, pages 308-315, Rochester, NY.
7. Andrea Esuli and Fabrizio Sebastiani. 2007. Page ranking word net synsets: An application to opinion mining. In Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics, pages 424-431, Prague, Czech Republic, June. Association for Computational Linguistics.
8. Yaw Gyamfi, Janyce Wiebe, Rada Mihalcea, and Cem Akkaya. 2009. Integrating knowledge for subjectivity sense labeling. In Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2009), pages 10-18, Boulder, Colorado, June. Association for Computational Linguistics.
9. E. Hovy, M. Marcus, M. Palmer, L. Ramshaw, and R. Weischedel. 2006. Ontonotes: The 90% solution. In Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers, New York City.
10. Soo-Min Kim and Eduard Hovy. 2004. Determining the sentiment of opinions. In Proceedings of the Twentieth International Conference on Computational Linguistics (COLING 2004), pages 1267-1373, Geneva, Switzerland.
11. Tamara Martín-Wanton, Aurora Pons-Porrata, Andrés Montoyo-Guijarro, and Alexandra Balahur. 2010. Opinion polarity detection - using word sense disambiguation to determine the polarity of opinions. In ICAART 2010 - Proceedings of the International Conference on Agents and Artificial Intelligence, Volume 1, pages 483-486.
12. R. Navigli. 2006. Meaningful clustering of senses helps boost word sense disambiguation performance. In Proceedings of the Annual Meeting of the Association for Computational Linguistics, Sydney, Australia.
13. M. Palmer, O. Babko-Malaya, and H. T. Dang. 2004. Different sense granularities for different applications. In HLT-NAACL 2004 Workshop: 2nd Workshop on Scalable Natural Language Understanding, Boston, Massachusetts.
14. Randolph Quirk, Sidney Greenbaum, Geoffry Leech, and Jan Svartvik. 1985. A Comprehensive Grammar of the English Language. Longman, New York.
15. Vassiliki Rentoumi, George Giannakopoulos, Vangelis Karkaletsis, and George A. Vouros. 2009. Sentiment analysis of figurative language using a word sense disambiguation approach. In Proceedings of the International Conference RANLP-2009, pages 370-375, Borovets, Bulgaria, September. Association for Computational Linguistics.
16. Ellen Riloff and Janyce Wiebe. 2003. Learning extraction patterns for subjective expressions. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP-2003), pages 105-112, Sapporo, Japan.
17. R. Snow, S. Prakash, D. Jurafsky, and A. Ng. 2007. Learning to merge word senses. In Proceedings of the Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL), Prague, Czech Republic.
18. Fangzhong Su and Katja Markert. 2008. From word to sense: a case study of subjectivity recognition. In Proceedings of the 22nd International Conference on Computational Linguistics (COLING-2008), Manchester.
19. Fangzhong Su and Katja Markert. 2009. Subjectivity recognition on word senses via semi-supervised mincuts. In Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, pages 1-9, Boulder, Colorado, June. Association for Computational Linguistics.
20. Fangzhong Su and Katja Markert. 2010. Word sense subjectivity for cross-lingual lexical substitution. In Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, pages 357-360, Los Angeles, California, June. Association for Computational Linguistics.
21. Peter Turney. 2002. Thumbs up or thumbs down? Semantic orientation applied to unsupervised classification of reviews. In Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics (ACL-02), pages 417-424, Philadelphia, Pennsylvania.
22. Alessandro Valitutti, Carlo Strapparava, and Oliviero Stock. 2004. Developing affective lexical resources. Psych Nology, 2(1):61-83.
23. Casey Whitelaw, Navendu Garg, and Shlomo Argamon. 2005. Using appraisal taxonomies for sentiment analysis. In Proceedings of CIKM-05, the ACM SIGIR Conference on Information and Knowledge Management, Bremen, DE.
24. Janyce Wiebe and Rada Mihalcea. 2006. Word sense and subjectivity. In Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics, pages 1065-1072, Sydney, Australia, July. Association for Computational Linguistics.
25. Janyce Wiebe, Theresa Wilson, and Claire Cardie. 2005. Annotating expressions of opinions and emotions in language. Language Resources and Evaluation, 39(2/3):164-210.
26. Theresa Wilson, Janyce Wiebe, and Paul Hoffmann. 2005. Recognizing contextual polarity in phraselevel sentiment analysis. In Proceedings of the Human Language Technologies Conference/Conference on Empirical Methods in Natural Language Processing (HLT/EMNLP-2005), pages 347-354, Vancouver, Canada.
27. Theresa Wilson. 2007. Fine-grained Subjectivity and Sentiment Analysis: Recognizing the Intensity, Polarity, and Attitudes of private states. Ph.D. thesis, Intelligent Systems Program, University of Pittsburgh.
28. I. Witten and E. Frank. 2005. Data Mining: Practical Machine Learning Tools and Techniques, Second Edition. Morgan Kaufmann, June.
29. Hong Yu and Vasileios Hatzivassiloglou. 2003. Towards answering opinion questions: Separating facts from opinions and identifying the polarity of opinion sentences. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP-2003), pages 129-136, Sapporo, Japan.