Joint opinion relation detection using one-Class deep neural network

COLING 2014 - 25th International Conference on Computational Linguistics, Proceedings of COLING 2014: Technical Papers

Volumn , Issue , 2014, Pages 677-687

  Xu, Liheng ^a   Liu, Kang ^a   Zhao, Jun ^a  

^a INSTITUTE OF AUTOMATION   (China)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; LINGUISTICS;

DEEP NEURAL NETWORKS; LABELED DATA; NOISE TERMS; ONE-CLASS CLASSIFICATION; OPINION EXTRACTION; OPINION TARGETS; STATE OF THE ART; SUPERVISED METHODS;

CLASSIFICATION (OF INFORMATION);

EID: 84943808723     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (33)

1. Stefano Baccianella, Andrea Esuli, and Fabrizio Sebastiani. 2010. Sentiwordnet 3.0: An enhanced lexical resource for sentiment analysis and opinion mining. Seventh conference on International Language Resources and Evaluation, pages 2200-2204.
2. Eric Breck, Yejin Choi, and Claire Cardie. 2007. Identifying expressions of opinion in context. In Proceedings of the 20th international joint conference on Artifical intelligence, IJCAI'07, pages 2683-2688, San Francisco, CA, USA. Morgan Kaufmann Publishers Inc.
3. Claire Cardie, Janyce Wiebe, Theresa Wilson, and Diane Litman. 2004. Low-level annotations and summary representations of opinions for multi-perspective question answering.
4. Yejin Choi, Eric Breck, and Claire Cardie. 2006. Joint extraction of entities and relations for opinion recognition. In Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing, EMNLP '06, pages 431-439, Stroudsburg, PA, USA. Association for Computational Linguistics.
5. Ronan Collobert, Jason Weston, Léon Bottou, Michael Karlen, Koray Kavukcuoglu, and Pavel Kuksa. 2011. Natural language processing (almost) from scratch. Journal of Machine Learning Research, 12: 2493-2537, November.
6. Marie-Catherine de Marneffe, Bill MacCartney, and Christopher D. Manning. 2006. Generating typed dependency parses from phrase structure parses. In Proceedings of the IEEE/ACL 2006 Workshop on Spoken Language Technology. The Stanford Natural Language Processing Group.
7. Ted Dunning. 1993. Accurate methods for the statistics of surprise and coincidence. Comput. Linguist., 19(1):61- 74, March.
8. Zhen Hai, Kuiyu Chang, and Gao Cong. 2012. One seed to find them all: mining opinion features via association. In Proceedings of the 21st ACM international conference on Information and knowledge management, CIKM '12, pages 255-264, New York, NY, USA. ACM.
9. Minqing Hu and Bing Liu. 2004. Mining and summarizing customer reviews. In Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining, pages 168-177.
10. Niklas Jakob and Iryna Gurevych. 2010. Extracting opinion targets in a single- And cross-domain setting with conditional random fields. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, EMNLP '10, pages 1035-1045, Stroudsburg, PA, USA. Association for Computational Linguistics.
11. Nathalie Japkowicz, Catherine Myers, and Mark Gluck. 1995. A novelty detection approach to classification. In Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1, IJCAI'95, pages 518-523, San Francisco, CA, USA. Morgan Kaufmann Publishers Inc.
12. Valentin Jijkoun, Maarten de Rijke, and Wouter Weerkamp. 2010. Generating focused topic-specific sentiment lexicons. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, ACL '10, pages 585-594, Stroudsburg, PA, USA. Association for Computational Linguistics.
13. Wei Jin and Hung Hay Ho. 2009. A novel lexicalized hmm-based learning framework for web opinion mining. In Proceedings of the 26th Annual International Conference on Machine Learning, ICML '09, pages 465-472.
14. Jon M. Kleinberg. 1999. Authoritative sources in a hyperlinked environment. J. ACM, 46(5):604-632, September.
15. Nozomi Kobayashi, Kentaro Inui, and Yuji Matsumoto. 2007. Extracting aspect-evaluation and aspect-of relations in opinion mining. In Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL), pages 1065-1074, Prague, Czech Republic, June. Association for Computational Linguistics.
16. Fangtao Li, Chao Han, Minlie Huang, Xiaoyan Zhu, Ying-Ju Xia, Shu Zhang, and Hao Yu. 2010. Structure-aware review mining and summarization. In Proceedings of the 23rd International Conference on Computational Linguistics, COLING '10, pages 653-661, Stroudsburg, PA, USA. Association for Computational Linguistics.
17. Bing Liu, Wee Sun Lee, Philip S. Yu, and Xiaoli Li. 2002. Partially supervised classification of text documents. In Proceedings of the Nineteenth International Conference on Machine Learning, ICML '02, pages 387-394, San Francisco, CA, USA. Morgan Kaufmann Publishers Inc.
18. Kang Liu, Liheng Xu, and Jun Zhao. 2013. Syntactic patterns versus word alignment: Extracting opinion targets from online reviews. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 1754-1763, August.
19. Larry Manevitz and Malik Yousef. 2007. One-class document classification via neural networks. Neurocomputing, 70(7C9):1466-1481.
20. Mary M. Moya, Mark W. Koch, and Larry D. Hostetler. 1993. One-class classifier networks for target recognition applications. In Proceedings world congress on neural networks, pages 797-801.
21. Ana-Maria Popescu and Oren Etzioni. 2005. Extracting product features and opinions from reviews. In Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing, HLT '05, pages 339-346.
22. Guang Qiu, Bing Liu, Jiajun Bu, and Chun Chen. 2009. Expanding domain sentiment lexicon through double propagation. In Proceedings of the 21st international jont conference on Artifical intelligence, IJCAI'09, pages 1199-1204.
23. Ellen Riloff and Janyce Wiebe. 2003. Learning extraction patterns for subjective expressions. In Proceedings of the 2003 conference on Empirical methods in natural language processing, EMNLP '03, pages 105-112, Stroudsburg, PA, USA. Association for Computational Linguistics.
24. Richard Socher, Jeffrey Pennington, Eric H. Huang, Andrew Y. Ng, and Christopher D. Manning. 2011. Semisupervised recursive autoencoders for predicting sentiment distributions. In Proceedings of the Conference on Empirical Methods in Natural Language Processing, EMNLP '11, pages 151-161, Stroudsburg, PA, USA. Association for Computational Linguistics.
25. Richard Socher, John Bauer, Christopher D. Manning, and Ng Andrew Y. 2013. Parsing with compositional vector grammars. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 455-465, Sofia, Bulgaria, August. Association for Computational Linguistics.
26. Joseph Turian, Lev Ratinov, and Yoshua Bengio. 2010. Word representations: A simple and general method for semi-supervised learning. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, ACL '10, pages 384-394, Stroudsburg, PA, USA. Association for Computational Linguistics.
27. Hongning Wang, Yue Lu, and Cheng Xiang Zhai. 2011. Latent aspect rating analysis without aspect keyword supervision. In Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining, pages 618-626.
28. Janyce Wiebe, Theresa Wilson, and Claire Cardie. 2005. Annotating expressions of opinions and emotions in language. Language Resources and Evaluation, 39(2-3):165-210.
29. Yuanbin Wu, Qi Zhang, Xuanjing Huang, and Lide Wu. 2009. Phrase dependency parsing for opinion mining. In Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3, EMNLP '09, pages 1533-1541, Stroudsburg, PA, USA. Association for Computational Linguistics.
30. Liheng Xu, Kang Liu, Siwei Lai, Yubo Chen, and Jun Zhao. 2013. Mining opinion words and opinion targets in a two-stage framework. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 1764-1773, Sofia, Bulgaria, August. Association for Computational Linguistics.
31. Bishan Yang and Claire Cardie. 2013. Joint inference for fine-grained opinion extraction. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 1640-1649, Sofia, Bulgaria, August. Association for Computational Linguistics.
32. Lei Zhang, Bing Liu, Suk Hwan Lim, and Eamonn O'Brien-Strain. 2010. Extracting and ranking product features in opinion documents. In Proceedings of the 23rd International Conference on Computational Linguistics: Posters, COLING '10, pages 1462-1470, Stroudsburg, PA, USA. Association for Computational Linguistics.
33. Li Zhuang, Feng Jing, and Xiao-Yan Zhu. 2006. Movie review mining and summarization. In Proceedings of the 15th ACM international conference on Information and knowledge management, CIKM '06, pages 43-50, New York, NY, USA. ACM.