Grouping product features using semi-supervised learning with soft-constraints

Coling 2010 - 23rd International Conference on Computational Linguistics, Proceedings of the Conference

Volumn 2, Issue , 2010, Pages 1272-1280

  Zhai, Zhongwu ^a   Liu, Bing ^b   Xu, Hua ^a   Jia, Peifa ^a  

^a TSINGHUA UNIVERSITY   (China)

^b University of Illinois   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DIFFERENT DOMAINS; FEATURE GROUPS; OPINION MINING; PRODUCT FEATURE; PRODUCT REVIEWS; SEMI-SUPERVISED LEARNING; SEMI-SUPERVISED LEARNING METHODS;

COMPUTATIONAL LINGUISTICS;

SUPERVISED LEARNING;

EID: 80052309987     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (32)

1. Agirre E., E. Alfonseca, K. Hall, J. Kravalova, M. Pa ca and A. Soroa 2009. A study on similarity and relatedness using distributional and WordNetbased approaches. Proceedings of ACL.
2. Alvarez M. and S. Lim 2007. A Graph Modeling of Semantic Similarity between Words. Proceeding of the Conference on Semantic Computing.
3. Andrzejewski D., X. Zhu and M. Craven 2009. Incorporating domain knowledge into topic modeling via Dirichlet forest priors. Proceedings of ICML.
4. Blei D., A. Y. Ng and M. I. Jordan 2003. "Latent Dirichlet Allocation." JMLR 3: 993-1022.
5. Carenini G., R. Ng and E. Zwart 2005. Extracting knowledge from evaluative text. Proceedings of International Conference on Knowledge Capture.
6. Chen H., M. Lin and Y. Wei 2006. Novel association measures using web search with double checking. Proceedings of ACL.
7. Dempster A., N. Laird and D. Rubin 1977. "Maximum likelihood from incomplete data via the EM algorithm." Journal of the Royal Statistical Society 39(1): 1-38.
8. Guo H., H. Zhu, Z. Guo, X. Zhang and Z. Su 2009. Product feature categorization with multilevel latent semantic association. Proc. of CIKM.
9. Harris Z. S. 1968. Mathematical structures of language. New York, Interscience Publishers.
10. Hu M. and B. Liu 2004a. Mining and summarizing customer reviews. Proceedings of SIGKDD.
11. Hu M. and B. Liu 2004b. Mining Opinion Features in Customer Reviews. Proceedings of AAAI.
12. Hughes T. and D. Ramage 2007. Lexical semantic relatedness with random graph walks. EMNLP.
13. Jin W., H. Ho and R. Srihari 2009. OpinionMiner: a novel machine learning system for web opinion mining and extraction. Proceedings of KDD.
14. Joachims T. 1999. Transductive inference for text classification using support vector machines. Proceedings of ICML.
15. Kim S. and E. Hovy 2006. Extracting opinions, opinion holders, and topics expressed in online news media text. Proceedings of EMNLP.
16. Kobayashi N., K. Inui and Y. Matsumoto 2007. Extracting aspect-evaluation and aspect-of relations in opinion mining. Proceedings of EMNLP.
17. Ku L., H. Ho and H. Chen 2009. "Opinion mining and relationship discovery using CopeOpi opinion analysis system." Journal of the American Society for Information Science and Technology 60(7): 1486-1503.
18. Lee L. 1999. Measures of distributional similarity, Proceedings of ACL.
19. Lin D. 1998. Automatic retrieval and clustering of similar words, Proceedings of ACL.
20. Liu B. 2006. Web data mining; Exploring hyperlinks, contents, and usage data, Springer.
21. Liu B. 2010. Sentiment Analysis and Subjectivity. Handbook of Natural Language Processing N. Indurkhya and F. J. Damerau.
22. MacQueen J. 1966. Some methods for classification and analysis of multivariate observations. Proc. of Symposium on Mathematical Statistics and Probability.
23. Mei Q., X. Ling, M. Wondra, H. Su and C. Zhai 2007. Topic sentiment mixture: modeling facets and opinions in weblogs. Proceedings of WWW.
24. Nigam K., A. McCallum, S. Thrun and T. Mitchell 2000. "Text classification from labeled and unlabeled documents using EM." Machine Learning 39(2).
25. Pang B. and L. Lee 2008. "Opinion mining and sentiment analysis." Foundations and Trends in Information Retrieval 2(1-2): 1-135.
26. Pantel P., E. Crestan, A. Borkovsky, A. Popescu and V. Vyas 2009. Web-scale distributional similarity and entity set expansion. EMNLP.
27. Pereira F., N. Tishby and L. Lee 1993. Distributional clustering of English words. Proceedings of ACL.
28. Popescu A.-M. and O. Etzioni 2005. Extracting Product Features and Opinions from Reviews. EMNLP.
29. Sahami M. and T. Heilman 2006. A web-based kernel function for measuring the similarity of short text snippets. Proceedings of WWW.
30. Stoyanov V. and C. Cardie 2008. Topic identification for fine-grained opinion analysis. COLING.
31. Wagstaff K., C. Cardie, S. Rogers and S. Schroedl 2001. Constrained k-means clustering with background knowledge. In Proceedings of ICML.
32. Yang D. and D. Powers 2005. Measuring semantic similarity in the taxonomy of WordNet, Proceedings of the Australasian conference on Computer Science.