Incorporating reviewer and product information for review rating prediction

IJCAI International Joint Conference on Artificial Intelligence

Volumn , Issue , 2011, Pages 1820-1825

  Li, Fangtao ^a   Liu, Nathan ^b   Jin, Hongwei ^a   Zhao, Kai ^c   Yang, Qiang ^b   Zhu, Xiaoyan ^a  

^a TSINGHUA UNIVERSITY   (China)

^b HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Hong Kong)

^c NEC Laboratories China   (China)

Author keywords

[No Author keywords available]

Indexed keywords

BINARY CLASSIFICATION; DATA SPARSITY PROBLEMS; LEARNING FRAMEWORKS; PRODUCT INFORMATION; SENTIMENT ANALYSIS; SENTIMENT CLASSIFICATION; STATE-OF-THE-ART METHODS; TENSOR FACTORIZATION;

ARTIFICIAL INTELLIGENCE; TENSORS; TEXT PROCESSING;

FORECASTING;

EID: 84881071831     PISSN: 10450823     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.5591/978-1-57735-516-8/IJCAI11-305     Document Type: Conference Paper

References (12)

1. Gayatree Ganu, Noemie Elhadad, and Amélie Marian. Beyond the stars: Improving rating predictions using review text content. In WebDB, 2009.
2. Yehuda Koren, Robert Bell, and Chris Volinsky. Matrix factorization techniques for recommender systems. Computer, 42:30-37, August 2009.
3. CaneWing Leung, Stephen Chi Chan, and Fu Chung. Integrating collaborative filtering and sentiment analysis: A rating inference approach. In ECAI Workshop, pages 300-307, April 2006.
4. Fangtao Li, Minlie Huang, and Xiaoyan Zhu. Sentiment analysis with global topics and local dependency. In Proceedings of AAAI, pages 1371-1376, Atlanta, Georgia, USA, 2010. AAAI.
5. Bing Liu. Sentiment analysis and subjectivity. In N. Indurkhya and F. Damerau, editors, Handbook of Natural Language Processing. CRC Press, Boca Raton, FL, 2010. ISBN 978-1420085921.
6. Prem Melville, Raymod J. Mooney, and Ramadass Nagarajan. Content-boosted collaborative filtering for improved recommendations. In Proceedings of AAAI, pages 187-192, Menlo Park, CA, USA, 2002. AAAI.
7. Bo Pang and Lillian Lee. Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales. In Proceedings of the ACL, pages 115-124, 2005.
8. Bo Pang and Lillian Lee. Opinion mining and sentiment analysis. Found. Trends Inf. Retr., 2:1-135, January 2008.
9. Guang Qiu, Bing Liu, Jiajun Bu, and Chun Chen. Expanding domain sentiment lexicon through double propagation. In Proceedings of IJCAI, pages 1199-1204, San Francisco, CA, USA, 2009. Morgan Kaufmann Publishers Inc.
10. Lizhen Qu, Georgiana Ifrim, and Gerhard Weikum. The bag-of-opinions method for review rating prediction from sparse text patterns. In COLING, pages 913-921, Stroudsburg, PA, USA, 2010. ACL.
11. Yanir Seroussi, Ingrid Zukerman, and Fabian Bohnert. Collaborative inference of sentiments from texts. In UMAP, pages 195-206, 2010.
12. Fang Wu and Bernardo A. Huberman. Opinion formation under costly expression. ACM Trans. Intell. Syst. Technol., 1:5:1-5:13, October 2010.