Detecting deceptive opinions with profile compatibility

6th International Joint Conference on Natural Language Processing, IJCNLP 2013 - Proceedings of the Main Conference

Volumn , Issue , 2013, Pages 338-346

  Wei Feng, Vanessa ^a   Hirst, Graeme ^a  

^a UNIVERSITY OF TORONTO   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION PERFORMANCE; PRODUCT REVIEWS;

EID: 85107385163     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (21)

1. Steven Bird, Ewan Klein, and Edward Loper. 2009. Natural Language Processing with Python. O’Reilly Media Inc.
2. Marie-Catherine de Marneffe, Bill MacCartney, and Christopher D. Manning. 2006. Generating typed dependency parses from phrase structure parses. In Proceedings of the 5th International Conference on Language Resources and Evaluation (LREC 2006).
3. Song Feng, Ritwik Banerjee, and Yejin Choi. 2012a. Syntactic stylometry for deception detection. In Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pages 171–175, Jeju Island, Korea, July. Association for Computational Linguistics.
4. Song Feng, Longfei Xing, Anupam Gogar, and Yejin Choi. 2012b. Distributional footprints of deceptive product reviews. In Proceedings of International AAAI Conference on Weblogs and Social Media (ICWSM 2012), June.
5. Stephanie Gokhman, Jeff Hancock, Poornima Prabhu, Myle Ott, and Claire Cardie. 2012. In search of a gold standard in studies of deception. In Proceedings of the Workshop on Computational Approaches to Deception Detection, pages 23–30, Avignon, France, April. Association for Computational Linguistics.
6. Nitin Jindal and Bing Liu. 2008. Opinion spam and analysis. In Proceedings of First ACM International Conference on Web Search and Data Mining (WSDM-2008), pages 219–230.
7. Nitin Jindal, Bing Liu, and Ee-Peng Lim. 2010. Finding unusual review patterns using unexpected rules. In Proceedings of the 19th ACM International Conference on Information and Knowledge Management (CIKM 2010), pages 1549–1552.
8. Thorsten Joachims. 2006. Training linear SVMs in linear time. In Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD’06, pages 217–226, New York, NY, USA. ACM.
9. Dan Klein and Christopher D. Manning. 2003. Accurate unlexicalized parsing. In Proceedings of the 41st Annual Meeting of the Association for Computational Linguistics (ACL 2003), pages 423–430, Sapporo, Japan, July.
10. Ee-Peng Lim, Viet-An Nguyen, Nitin Jindal, Bing Liu, and Hady Wirawan Lauw. 2010. Detecting product review spammers using rating behaviors. In Proceedings of the 19th ACM International Conference on Information and Knowledge Management (CIKM 2010), pages 939–948.
11. Dekang Lin. 1998. An information-theoretic definition of similarity. In Proceedings of International Conference on Machine Learning, Madison, Wisconsin, USA, July.
12. Bing Liu. 2012. Sentiment Analysis and Opinion Mining, volume 5 of Synthesis Lectures on Human Language Technologies. Morgan & Claypool Publishers, May.
13. Bin Lu, Myle Ott, Claire Cardie, and Benjamin K. Tsou. 2011. Multi-aspect sentiment analysis with topic models. In ICDM Workshops, pages 81–88.
14. Myle Ott, Yejin Choi, Claire Cardie, and Jeffrey T. Hancock. 2011. Finding deceptive opinion spam by any stretch of the imagination. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, pages 309–319, Portland, Oregon, USA, June.
15. Myle Ott, Claire Cardie, and Jeffrey T. Hancock. 2013. Negative deceptive opinion spam. In Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Short Papers, Atlanta, Georgia, USA, June. Association for Computational Linguistics.
16. James W. Pennebaker, Cindy K. Chung, Molly Ireland, Amy Gonzales, and Roger J. Booth. 2007. The development and psychometric properties of LIWC2007. Technical report, Austin, TX, LIWC.Net.
17. Slav Petrov and Dan Klein. 2007. Improved inference for unlexicalized parsing. In Proceedings of Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007), pages 404–411, Rochester, New York, April. Association for Computational Linguistics.
18. Victoria L. Rubin and Tatiana Vashchilko. 2012. Identification of truth and deception in text: Application of vector space model to rhetorical structure theory. In Proceedings of the Workshop on Computational Approaches to Deception Detection, pages 97–106, Avignon, France, April.
19. Ivan Titov 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 Linguistcs: Human Language Technologies (ACL-08: HLT), pages 308–316, Columbus, Ohio, June. Association for Computational Linguistics.
20. Guangyu Wu, Derek Greene, Barry Smyth, and Pádraig Cunningham. 2010. Distortion as a validation criterion in the identification of suspicious reviews. In Proceedings of the First Workshop on Social Media Analytics (SOMA 2010), pages 10–13, New York, NY, USA.
21. Kyung-Hyan Yoo and Ulrike Gretzel. 2009. Comparison of deceptive and truthful travel reviews. In Information and Communication Technologies in Tourism 2009, pages 37–47. Springer Vienna.