A shallow approach to subjectivity classification

ICWSM 2008 - Proceedings of the 2nd International Conference on Weblogs and Social Media

Volumn , Issue , 2008, Pages 216-217

  Raaijmakers, Stephan ^a   Kraaij, Wessel ^a  

^a TNO   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

DATA REPRESENTATIONS; LINGUISTIC APPROACH; MULTINOMIAL KERNELS; N-GRAMS; SUBJECTIVITY CLASSIFICATIONS; SUBSTRING; SYNTACTIC INFORMATION;

SOCIAL NETWORKING (ONLINE);

CLASSIFICATION (OF INFORMATION);

EID: 84890681358     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (14)

1. Kim, S.-M., and Hovy, E. 2006. Automatic identification of pro and con reasons in online reviews. In Proceedings of the COLING/ACL 2006 Main Conference Poster Sessions, 483-490. Association for Computational Linguistics.
2. Kohavi, R., and Wolpert, D. H. 1996. Bias plus variance decomposition for zero-one loss functions. In Saitta, L., ed., Machine Learning: Proceedings of the Thirteenth International Conference, 275-283. Morgan Kaufmann.
3. Li, Y.; Bontcheva, K.; and Cunnigham, H. 2007. Experiments of opinion analysis on the corpora mpqa and NTCIR-6. In Proceedings of NTCIR-6 Workshop Meeting, May 15-18, Tokyo, Japan, 323-329.
4. MPQA. 2002. The MPQA corpus, version 1.2, available from http://www.cs.pitt.edu/~wiebe/pubs/publ.html.
5. Pang, B., and Lee, L. 2004. A sentimental education: Sentiment analysis using subjectivity summarization based on minimum cuts. In Proceedings of the ACL, 271-278.
6. Riloff, E.; Patwardhan, S.; and Wiebe, J. 2006. Feature subsumption for opinion analysis. In Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing, 440-448. Sydney, Australia: Association for Computational Linguistics.
7. Riloff, E.; Wiebe, J.; and Phillips, W. 2005. Exploiting subjectivity classification to improve information extraction. In Proceedings 20th National Conference on Artificial Intelligence (AAAI-2005), 1106-1 111.
8. Stamatatos, E. 2006. Ensemble-based author identification using character n-grams. In Proceedings of the 3rd Int. Workshop on Text-based Information Retrieval (TIR'06), 41-16.
9. Stoyanov, V., and Cardie, C. 2006. Toward opinion summarization: Linking the sources. In Proceedings of the Workshop on Sentiment and Subjectivity in Text, 9-14. Association for Computational Linguistics.
10. Webb, G. I. 2000. MultiBoosting: A technique for combining Boosting and Wagging. Machine Learning 40(2): 159-196.
11. Wiebe, J.; Wilson, T.; and Cardie, C. 2005. Annotating expressions of opinions and emotions in language. Language Resources and Evaluation 39(2-3): 165-210.
12. Zhang, D., and Lee, W. S. 2006. Extracting key-substring-group features for text classification. In Proceedings KDD'06,474-483.
13. Zhang, D.; Chen, X.; and Lee, W. S. 2005. Text classification with kernels on the multinomial manifold. In Proceedings SIGIR'05,266-273.
14. Zhang, D. 2006. Key substring group software; available from http://www.dcs.bbk.ac.uk/~dell/publications/dellzhang-kdd2006-supplement.html.