Co-training for cross-lingual sentiment classification

ACL-IJCNLP 2009 - Joint Conf. of the 47th Annual Meeting of the Association for Computational Linguistics and 4th Int. Joint Conf. on Natural Language Processing of the AFNLP, Proceedings of the Conf.

Volumn , Issue , 2009, Pages 235-243

  Wan, Xiaojun ^a  

^a Peking University   (China)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; NATURAL LANGUAGE PROCESSING SYSTEMS;

CO-TRAINING; CROSS-LINGUAL; MACHINE TRANSLATIONS; SENTIMENT CLASSIFICATION; TEST SETS; TRAINING DATA; TRAINING SETS;

CLASSIFICATION (OF INFORMATION);

EID: 84859895920     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/1687878.1687913     Document Type: Conference Paper

References (42)

1. A. Andreevskaia and S. Bergler. 2008. When specialists and generalists work together: overcoming domain dependence in sentiment tagging. In Proceedings of ACL-08: HLT.
2. C. Banea, R. Mihalcea, J. Wiebe and S. Hassan. 2008. Multilingual subjectivity analysis using machine translation. In Proceedings of EMNLP-2008.
3. N. Bel, C. H. A. Koster, and M. Villegas. 2003. Cross-lingual text categorization. In Proceedings of ECDL-03.
4. J. Blitzer, M. Dredze and F. Pereira. 2007. Biographies, bollywood, boom-boxes and blenders: domain adaptation for sentiment classification. In Proceedings of ACL-07.
5. A. Blum and T. Mitchell. 1998. Combining labeled and unlabeled data with cotraining. In Proceedings of COLT-98.
6. S. Brody, R. Navigli and M. Lapata. 2006. Ensemble methods for unsupervised WSD. In Proceedings of COLING-ACL-2006.
7. S. Clark, J. R. Curran, and M. Osborne. 2003. Bootstrapping POS taggers using unlabelled data. In Proceedings of CoNLL-2003.
8. W. Dai, G.-R. Xue, Q. Yang, Y. Yu. 2007a. Transferring Naïve Bayes Classifiers for text classification. In Proceedings of AAAI-07.
9. W. Dai, G.-R. Xue, Q. Yang, Y. Yu. 2007b. Coclustering based classification for out-of-domain documents. In Proceedings of KDD-07.
10. H. DauméIII and D. Marcu. 2006. Domain adaptation for statistical classifiers. Journal of Artificial Intelligence Research, 26:101-126.
11. A. Devitt and K. Ahmad. 2007. Sentiment polarity identification in financial news: a cohesion-based approach. In Proceedings of ACL2007.
12. T. G. Dietterich. 1997. Machine learning research: four current directions. AI Magazine, 18(4), 1997.
13. A. Gliozzo and C. Strapparava. 2005. Cross language text categorization by acquiring multilingual domain models from comparable corpora. In Proceedings of the ACL Workshop on Building and Using Parallel Texts.
14. K. Hiroshi, N. Tetsuya and W. Hideo. 2004. Deeper sentiment analysis using machine translation technology. In Proceedings of COLING-04.
15. J. Jiang and C. Zhai. 2007. A two-stage approach to domain adaptation for statistical classifiers. In Proceedings of CIKM-07.
16. T. Joachims. 1999. Transductive inference for text classification using support vector machines. In Proceedings of ICML-99.
17. T. Joachims. 2002. Learning to classify text using support vector machines. Dissertation, Kluwer, 2002.
18. A. Kennedy and D. Inkpen. 2006. Sentiment classification of movie reviews using contextual valence shifters. Computational Intelligence, 22(2):110-125.
19. S.-M. Kim and E. Hovy. 2004. Determining the sentiment of opinions. In Proceedings of COLING-04.
20. S. Kiritchenko and S. Matwin. 2001. Email classification with co-training. In Proceedings of the 2001 Conference of the Centre for Advanced Studies on Collaborative Research.
21. L.-W. Ku, Y.-T. Liang and H.-H. Chen. 2006. Opinion extraction, summarization and tracking in news and blog corpora. In Proceedings of AAAI-2006.
22. J. Li and M. Sun. 2007. Experimental study on sentiment classification of Chinese review using machine learning techniques. In Proceeding of IEEENLPKE-07.
23. X. Ling, W. Dai, Y. Jiang, G.-R. Xue, Q. Yang, and Y. Yu. 2008. Can Chinese Web pages be classified with English data source? In Proceedings of WWW-08.
24. B. Liu, M. Hu and J. Cheng. 2005. Opinion observer: Analyzing and comparing opinions on the web. In Proceedings of WWW-2005.
25. R. McDonald, K. Hannan, T. Neylon, M. Wells and J. Reynar. 2007. Structured models for fine-to-coarse sentiment analysis. In Proceedings of ACL-07.
26. R. Mihalcea. 2004. Co-training and self-training for word sense disambiguation. In Proceedings of CONLL-04.
27. R. Mihalcea, C. Banea and J. Wiebe. 2007. Learning multilingual subjective language via cross-lingual projections. In Proceedings of ACL-2007.
28. T. Mullen and N. Collier. 2004. Sentiment analysis using support vector machines with diverse information sources. In Proceedings of EMNLP-04.
29. V. Ng and C. Cardie. 2003. Weakly supervised natural language learning without redundant views. In Proceedings of HLT-NAACL-03.
30. K. Nigam, A. K. McCallum, S. Thrun, and T. Mitchell. 2000. Text Classification from Labeled and Unlabeled Documents using EM. Machine Learning, 39(2-3):103-134.
31. B. Pang, L. Lee and S. Vaithyanathan. 2002. Thumbs up? sentiment classification using machine learning techniques. In Proceedings of EMNLP-02.
32. B. Pang and L. Lee. 2004. A sentimental education: sentiment analysis using subjectivity summarization based on minimum cuts. In Proceedings of ACL-04.
33. J. Read. 2005. Using emoticons to reduce dependency in machine learning techniques for sentiment classification. In Proceedings of ACL-05.
34. L. Rigutini, M. Maggini and B. Liu. 2005. An EM based training algorithm for cross-language text categorization. In Proceedings of WI-05.
35. A. Sarkar. 2001. Applying cotraining methods to statistical parsing. In Proceedings of NAACL-2001.
36. I. Titov and R. McDonald. 2008. A joint model of text and aspect ratings for sentiment summarization. In Proceedings of ACL-08:HLT.
37. B. K. Y. Tsou, R. W. M. Yuen, O. Y. Kwong, T. B. Y. La and W. L. Wong. 2005. Polarity classification of celebrity coverage in the Chinese press. In Proceedings of International Conference on Intelligence Analysis.
38. P. Turney. 2002. Thumbs up or thumbs down? semantic orientation applied to unsupervised classification of reviews. In Proceedings of ACL-2002.
39. X. Wan. 2008. Using bilingual knowledge and ensemble techniques for unsupervised Chinese sentiment analysis. In Proceedings of EMNLP-2008.
40. T. Wilson, J. Wiebe and P. Hoffmann. 2005. Recognizing Contextual Polarity in Phrase-Level Sentiment Analysis. In Proceedings of HLT/EMNLP-05.
41. G.-R. Xue, W. Dai, Q. Yang, Y. Yu. 2008. Topicbridged PLSA for cross-domain text classification. In Proceedings of SIGIR-08.
42. Q. Ye, W. Shi and Y. Li. 2006. Sentiment classification for movie reviews in Chinese by improved semantic oriented approach. In Proceedings of 39th Hawaii International Conference on System Sciences, 2006.