Bilingual co-training for sentiment classification of Chinese product reviews

Computational Linguistics

Volumn 37, Issue 3, 2011, Pages 587-616

  Wan, Xiaojun ^a  

^a PEKING UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

CO-TRAINING; CORPUS-BASED METHODS; CROSS-LINGUAL; LEXICON-BASED; MACHINE TRANSLATIONS; PRODUCT REVIEWS; SENTIMENT CLASSIFICATION; VIEW-BASED;

EID: 80052241688     PISSN: 08912017     EISSN: 15309312     Source Type: Journal    
DOI: 10.1162/COLI_a_00061     Document Type: Article

References (57)

1. Abney, Steven P. 2002. Bootstrapping. In Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics (ACL), pages 360-367, Philadelphia, PA.
2. Andreevskaia, Alina and Sabine Bergler. 2008. When specialists and generalists work together: Overcoming domain dependence in sentiment tagging. In Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies (ACL-08: HLT), pages 290-298, Columbus, OH.
3. Amini, Massih-Reza and Cyril Goutte. 2010. A co-classification approach to learning from multilingual corpora. Machine Learning Journal, 79(1-2):105-121.
4. Amini, Massih R., Nicolas Usunier, and Cyril Goutte. 2009. Learning from multiple partially observed views-an application to multilingual text categorization. In Proceedings of the 23rd Annual Conference on Neural Information Processing Systems (NIPS), pages 28-36, Vancouver.
5. Balcan, Maria-Florina, Avrim Blum, and Ke Yang. 2005. Co-training and expansion: Towards bridging theory and practice. In Proceedings of the Nineteenth Annual Conference on Neural Information Processing Systems (NIPS), pages 89-96, Vancouver.
6. Banea, Carmen, Rada Mihalcea, Janyce Wiebe, and Samer Hassan. 2008. Multilingual subjectivity analysis using machine translation. In Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 127-135, Waikiki, HI.
7. Bel, Nuria, Cornelis H. A. Koster, and Marta Villegas. 2003. Cross-lingual text categorization. In Proceedings of the Seventh European Conference on Research and Advanced Technology for Digital Libraries (ECDL), pages 126-139, Trondheim.
8. Blitzer, John, Mark Dredze, and Fernando Pereira. 2007. Biographies, bollywood, boom-boxes and blenders: Domain adaptation for sentiment classification. In Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics (ACL), pages 440-447, Prague.
9. Blum, Avrim and Tom Mitchell. 1998. Combining labeled and unlabeled data with co-training. In Proceedings of the Eleventh Annual Conference on Computational Learning Theory (COLT), pages 92-100, Madison, WI.
10. Clark, Stephen, James R. Curran, and Miles Osborne. 2003. Bootstrapping POS taggers using unlabelled data. In Proceedings of the 2003 Conference on Computational Natural Language Learning (CoNLL), pages 49-55, Edmonton.
11. Dai, Wenyuan, Gui-Rong Xue, Qiang Yang, and Yong Yu. 2007a. Transferring naïve Bayes classifiers for text classification. In Proceedings of the 22nd AAAI Conference on Artificial Intelligence (AAAI), pages 540-545, Vancouver.
12. Dai, Wenyuan, Gui-Rong Xue, Qiang Yang, and Yong Yu. 2007b. Co-clustering based classification for out-of-domain documents. In Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), pages 210-219, San Jose, CA.
13. Dasgupta, Sajib and Vincent Ng. 2009. Mine the easy, classify the hard: A semi-supervised approach to automatic sentiment classification. In Proceedings of the 47th Annual Meeting of the ACL and the 4th IJCNLP of the AFNLP (ACL-IJCNLP), pages 701-709, Suntec.
14. Daumé III, Hal and Daniel Marcu. 2006. Domain adaptation for statistical classifiers. Journal of Artificial Intelligence Research, 26(1):101-126.
15. Devitt, Ann and Khurshid Ahmad. 2007. Sentiment polarity identification in financial news: a cohesion-based approach. In Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics (ACL), pages 984-991, Prague.
16. Gliozzo, Alfio and Carlo 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, pages 9-16, Ann Arbor, MI.
17. Japkowicz, Nathalie and Shaju Stephen. 2002. The class imbalance problem: A systematic study. Intelligent Data Analysis, 6(5): 429-449.
18. Jiang, Jing and ChengXiang Zhai. 2007. A two-stage approach to domain adaptation for statistical classifiers. In Proceedings of the Sixteenth ACM Conference on Information and Knowledge Management (CIKM), pages 401-410, Lisbon.
19. Joachims, Thorsten. 1999. Transductive inference for text classification using support vector machines. In Proceedings of the Sixteenth International Conference on Machine Learning (ICML), pages 200-209, Bled.
20. Joachims, Thorsten. 2002. Learning to Classify Text Using Support Vector Machines: Methods, Theory and Algorithms. Kluwer Academic Publishers, Norwell, MA.
21. Kanayama, Hiroshi, Tetsuya Nasukawa, and Hideo Watanabe. 2004. Deeper sentiment analysis using machine translation technology. In Proceedings of the 20th International Conference on Computational Linguistics (COLING), pages 494-500, Geneva.
22. Kennedy, Alistair and Diana Inkpen. 2006. Sentiment classification of movie reviews using contextual valence shifters. Computational Intelligence, 22(2):110-125.
23. Kim, Soo-Min and Eduard Hovy. 2004 Determining the sentiment of opinions. In Proceedings of the 20th International Conference on Computational Linguistics (COLING), pages 1367-1373, Geneva.
24. Kiritchenko, Svetlana and Stan Matwin. 2001. Email classification with co-training. In Proceedings of the 2001 Conference of the Centre for Advanced Studies on Collaborative Research (CASCON), pages 192-201, Toronto.
25. Ku, Lun-Wei, Yu-Ting Liang, and Hsin-Hsi Chen. 2006. Opinion extraction, summarization and tracking in news and blog corpora. In Proceedings of the AAAI-2006 Spring Symposium on Computational Approaches to Analyzing Weblogs (AAAI-CAAW), pages 100-107, Stanford, CA.
26. Li, Jun and Maosong Sun. 2007. Experimental study on sentiment classification of Chinese review using machine learning techniques. In Proceedings of the International Conference on Natural Language Processing and Knowledge Engineering (NLP-KE), pages 393-400, Beijing.
27. Li, Tao, Yi Zhang, and Vikas Sindhwani. 2009. A non-negative matrix tri-factorization approach to sentiment classification with lexical prior knowledge. In Proceedings of the 47th Annual Meeting of the ACL and the 4th IJCNLP of the AFNLP (ACL-IJCNLP), pages 244-252, Suntec.
28. Ling, Xiao, Gui-Rong Xue,Wenyuan Dai, Yun Jiang, Qiang Yang, and Yong Yu. 2008. Can Chinese web pages be classified with English data sources? In Proceedings of the 17th International Conference on World Wide Web (WWW), pages 969-978, Beijing.
29. Liu, Bing, Minqing Hu, and Junsheng Cheng. 2005. Opinion observer: Analyzing and comparing opinions on the web. In Proceedings of the 14th International Conference on World Wide Web (WWW), pages 342-351, Chiba.
30. Lopez, Adam. 2008. Statistical machine translation. ACM Computing Surveys, 40(3), pages 1-49.
31. McDonald, Ryan, Kerry Hannan, Tyler Neylon, Mike Wells, and Jeff Reynar. 2007. Structured models for fine-to-coarse sentiment analysis. In Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics (ACL), pages 432-439, Prague.
32. Mihalcea, Rada. 2004. Co-training and self-training for word sense disambiguation. In Proceedings of the Eighth Conference on Computational Natural Language Learning (CONLL), pages 33-40, Boston, MA.
33. Mihalcea, Rada, Carmen Banea, and Janyce Wiebe. 2007. Learning multilingual subjective language via cross-lingual projections. In Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics (ACL), pages 976-983, Prague.
34. Mullen, Tony and Nigel Collier. 2004. Sentiment analysis using support vector machines with diverse information sources. In Proceedings of the 2004 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 412-418, Barcelona.
35. Ng, Vincent and Claire Cardie. 2003. Weakly supervised natural language learning without redundant views. In Proceedings of the 2003 Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL), pages 94-101, Edmonton.
36. Nigam, Kamal, Andrew K. McCallum, Sebastian Thrun, and Tom Mitchell. 2000. Text classification from labeled and unlabeled documents using EM. Machine Learning, 39(2-3):103-134.
37. Pan, Sinno J., Xiaochuan Ni, Jian-Tao Sun, Qiang Yang, and Zheng Chen. 2010. Cross-domain sentiment classification via spectral feature alignment. In Proceedings of the 19th International Conference on World Wide Web (WWW), pages 751-760, Raleigh, NC.
38. Pang, Bo, Lillian Lee, and Shivakumar Vaithyanathan. 2002. Thumbs up? Sentiment classification using machine learning techniques. In Proceedings of the 2002 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 79-86, Philadelphia, PA.
39. Pang, Bo and Lillian Lee. 2004. A sentimental education: Sentiment analysis using subjectivity summarization based on minimum cuts. In Proceedings of the 42nd Annual Meeting of the Association for Computational Linguistics (ACL), pages 271-278, Barcelona.
40. Prettenhofer, Peter and Benno Stein. 2010. Cross-language text classfication using structural correspondence learning. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics (ACL), pages 1118-1127, Uppsala.
41. Read, Jonathon. 2005. Using emoticons to reduce dependency in machine learning techniques for sentiment classification. In Proceedings of the ACL Student Research Workshop, pages 43-48, Ann Arbor, MI.
42. Rigutini, Leonardo, Marco Maggini, and Bing Liu. 2005. An EM based training algorithm for cross-language text categorization. In Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence (WI), pages 529-535, Compiegne.
43. Riloff, Ellen and Janyce Wiebe. 2003. Learning extraction patterns for subjective expressions. In Proceedings of the 2003 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 105-112, Stroudsburg, PA.
44. Sarkar, Anoop. 2001. Applying co-training methods to statistical parsing. In Proceedings of the Second Meeting of the North American Chapter of the Association for Computational Linguistics (NAACL), pages 175-182, Pittsburgh, PA.
45. Shi, Lei, Rada Mihalcea, and Mingjun Tian. 2010. Cross language text classification by model translation and semi-supervised learning. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 1057-1067, Cambridge, MA.
46. Stone, Philip J., Dexter C. Dunphy, Marshall S. Smith, and Daniel M. Ogilvie. 1966. The General Inquirer: A Computer Approach to Content Analysis. The MIT Press, Cambridge, MA.
47. Titov, Ivan and Ryan McDonald. 2008. A joint model of text and aspect ratings for sentiment summarization. In Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies (ACL-08: HLT), pages 308-316, Columbus, OH.
48. Turney, Peter. 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), pages 417-424, Philadelphia, PA.
49. Wan, Xiaojun. 2008. Using bilingual knowledge and ensemble techniques for unsupervised Chinese sentiment analysis. In Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 553-561, Honolulu, HI.
50. Wan, Xiaojun. 2009. Co-Training for cross-lingual sentiment classification. In Proceedings of the 47th Annual Meeting of the ACL and the 4th IJCNLP of the AFNLP (ACL-IJCNLP), pages 235-243, Suntec.
51. Wang, Wei and Zhi-Hua Zhou. 2010. A new analysis of co-training. In Proceedings of the 27th International Conference on Machine Learning (ICML), pages 1135-1142, Haifa.
52. Wei, Bin and Christopher Pal. 2010. Cross-lingual adaptation: an experiment on sentiment classifications. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics (ACL), pages 258-262, Uppsala.
53. Wilson, Theresa, Janyce Wiebe, and Paul Hoffmann. 2005. Recognizing contextual polarity in phrase-level sentiment analysis. In Proceedings of Human Language Technology Conference and Conference on Empirical Methods in Natural Language Processing (HLT-EMNLP), pages 347-354, Vancouver.
54. Wilson, Theresa, Paul Hoffmann, Swapna Somasundaran, Jason Kessler, Janyce Wiebe, Yejin Choi, Claire Cardie, Ellen Riloff, and Siddharth Patwardhan. 2005. OpinionFinder: A system for subjectivity analysis. In Proceedings of HLP/EMNLP on Interactive Demonstrations, pages 34-35, Vancouver.
55. Wu, Qiong, Songbo Tan, Haijun Zhai, Gang Zhang, Miyi Duan, and Xueqi Cheng. 2009. SentiRank: Cross-domain graph ranking for sentiment classification. In Proceedings of the 2009 IEEE/WIC/ ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, pages 309-314, Milan.
56. Xue, Gui-Rong, Wenyuan Dai, Qiang Yang, and Yong Yu. 2008. Topic-bridged PLSA for cross-domain text classification. In Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), pages 627-634, Singapore.
57. Yang, Yiming and Xin Liu. 1999. A re-examination of text categorization methods. In Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), pages 42-49, Berkeley, CA.