Comprehensive Exam

Topic: Aspect-based Sentiment Analysis

Reading List

 

Year

Paper

Link

2004

Hu, M. and B. Liu. Mining and summarizing customer reviews. In Proceedings of ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2004), 2004.

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2005

Liu, B., M. Hu, and J. Cheng. Opinion observer: analyzing and comparing opinions on the web. In Proceedings of International Conference on World Wide Web (WWW-2005), 2005.

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Popescu, A. and O. Etzioni. Extracting product features and opinions from reviews. In Proceedings of Conference on Empirical Methods in Natural Language Processing (EMNLP-2005), 2005.

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2006

Zhuang, L., F. Jing, and X. Zhu. Movie review mining and summarization. In Proceedings of ACM International Conference on Information and Knowledge Management (CIKM-2006), 2006.

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2007

Liu, Y., X. Huang, A. An, and X. Yu. ARSA: a sentiment-aware model for predicting sales performance using blogs. In Proceedings of ACM SIGIR Conf. on Research and Development in Information Retrieval (SIGIR-2007), 2007.

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Mei, Q., X. Ling, M. Wondra, H. Su, and C. Zhai. Topic sentiment mixture: modeling facets and opinions in weblogs. In Proceedings of International Conference on World Wide Web (WWW-2007), 2007.

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2008

Ding, X., B. Liu, and P. Yu. A holistic lexicon-based approach to opinion mining. In Proceedings of the Conference on Web Search and Web Data Mining (WSDM-2008), 2008.

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Lu, Y. and C. Zhai. Opinion integration through semi-supervised topic modeling. In Proceedings of International Conference on World Wide Web (WWW-2008), 2008.

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Titov, I. and R. McDonald. A joint model of text and aspect ratings for sentiment summarization. In Proceedings of Annual Meeting of the Association for Computational Linguistics (ACL-2008), 2008.

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2009

Jin, W. and H. Ho. A novel lexicalized HMM-based learning framework for web opinion mining. In Proceedings of International Conference on Machine Learning (ICML-2009), 2009.

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Lin, C. and Y. He. Joint sentiment/topic model for sentiment analysis. In Proceedings of ACM International Conference on Information and Knowledge Management (CIKM-2009), 2009.

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Lu, Y., C. Zhai, and N. Sundaresan. Rated aspect summarization of short comments. In Proceedings of International Conference on World Wide Web (WWW-2009), 2009.

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Qiu, G., B. Liu, J. Bu, and C. Chen. Expanding domain sentiment lexicon through double propagation. In Proceedings of International Joint Conference on Artificial Intelligence (IJCAI-2009), 2009.

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Wu, Y., Q. Zhang, X. Huang, and L. Wu. Phrase dependency parsing for opinion mining. In Proceedings of Conference on Empirical Methods in Natural Language Processing (EMNLP-2009), 2009.

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Balahur, A., & Steinberger, R. (2009). Rethinking Sentiment Analysis in the News: from Theory to Practice and back. Proceeding of WOMSA.

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2010

Brody, S. and S. Elhadad. An unsupervised aspect-sentiment model for online reviews. In Proceedings of The 2010 Annual Conference of the North American Chapter of the ACL, 2010.

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Wang, H., Y. Lu, and C. Zhai. Latent aspect rating analysis on review text data: a rating regression approach. In Proceedings of ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2010), 2010.

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Zhao, W., J. Jiang, H. Yan, and X. Li. Jointly modeling aspects and opinions with a MaxEnt-LDA hybrid In Proceedings of Conference on Empirical Methods in Natural Language Processing (EMNLP-2010), 2010.

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2011

He, Yulan, Chenghua Lin, and Harith Alani. "Automatically extracting polarity-bearing topics for cross-domain sentiment classification." (2011).

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Hai, Z., Chang, K., & Kim, J. J. (2011). Implicit feature identification via co-occurrence association rule mining. In Computational Linguistics and Intelligent Text Processing (pp. 393-404). Springer Berlin Heidelberg.

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Jo, Y. and A. Oh. Aspect and sentiment unification model for online review analysis. In Proceedings of the Conference on Web Search and Web Data Mining (WSDM-2011), 2011.

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2013

Gupta, N. (2013). Tagging Opinion Phrases and their Targets in User Generated Textual. WASSA 2013, 75.

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Lazaridou, A., Titov, I., & Sporleder, C. A Bayesian Model for Joint Unsupervised Induction of Sentiment, Aspect and Discourse Representations. The 51th Annual Meeting of the Association for Computational Linguistics (ACL-2013). Sofia, Bulgaria 2013.

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Liheng Xu, Kang Liu, Siwei Lai, Yubo Chen, Jun Zhao: Mining Opinion Words and Opinion Targets in a Two-Stage Framework. ACL (1) 2013: 1764-1773

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Yang, B., & Cardie, C. (2013). Joint inference for fine-grained opinion extraction. In Proceedings of ACL.

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