emnlp emnlp2012 emnlp2012-101 emnlp2012-101-reference knowledge-graph by maker-knowledge-mining
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Author: Kang Liu ; Liheng Xu ; Jun Zhao
Abstract: This paper proposes a novel approach to extract opinion targets based on wordbased translation model (WTM). At first, we apply WTM in a monolingual scenario to mine the associations between opinion targets and opinion words. Then, a graphbased algorithm is exploited to extract opinion targets, where candidate opinion relevance estimated from the mined associations, is incorporated with candidate importance to generate a global measure. By using WTM, our method can capture opinion relations more precisely, especially for long-span relations. In particular, compared with previous syntax-based methods, our method can effectively avoid noises from parsing errors when dealing with informal texts in large Web corpora. By using graph-based algorithm, opinion targets are extracted in a global process, which can effectively alleviate the problem of error propagation in traditional bootstrap-based methods, such as Double Propagation. The experimental results on three real world datasets in different sizes and languages show that our approach is more effective and robust than state-of-art methods. 1
Peter F. Brown, Stephen A. Della Pietra, Vincent J. Della Pietra, and Robert L. Mercer. 1993. The Mathematics of Statistical Machine Translation: Parameter Estimation. Computational Linguistics, 19(2): 263-31 1. Xiaowen Ding, Bing Liu and Philip S. Yu. 2008. A Holistic Lexicon-Based Approach to Opinion Mining. In Proceedings of WSDM 2008. Xiaowen Ding and Bing Liu. 2010. Resolving Object and Attribute Reference in Opinion Mining. In Proceedings of COLING 2010. 1355 Mingqin Hu and Bing Liu. 2004. Mining and Summarizing Customer Reviews. In Proceedings of KDD 2004 Minqing Hu and Bing Liu. 2004. Mining Opinion Features in Customer Reviews. In Proceedings of AAAI-2004, San Jose, USA, July 2004. Wei Jin and Huang Hay Ho. A Novel Lexicalized HMM-based Learning Framework for Web Opinion Mining. In Proceedings of ICML 2009. Jon Klernberg. 1999. Authoritative Sources in Hyperlinked Environment. Journal of the ACM 46(5): 604-632 Zhuang Li, Feng Jing, Xiao-yan Zhu. 2006. Movie Review Mining and Summarization. In Proceedings of CIKM 2006 Fangtao Li, Chao Han, Minlie Huang and Xiaoyan Zhu. 2010. Structure-Aware Review Mining and Summarization. In Proceedings of COLING 2010. Zhichao Li, Min Zhang, Shaoping Ma, Bo Zhou, Yu Sun. Automatic Extraction for Product Feature Words from Comments on the Web. In Proceedings of AIRS 2009. Bing Liu, Hu Mingqing and Cheng Junsheng. 2005. Opinion Observer: Analyzing and Comparing Opinions on the Web. In Proceedings of WWW 2005 Bing Liu. 2006. Web Data Mining: Exploring Hyperlinks, contents and usage data. Springer, 2006 Bing Liu. 2010. Sentiment analysis and subjectivity. Handbook of Natural Language Processing, second edition, 2010. Yang Liu, Qun Liu, and Shouxun Lin. 2010. Discriminative word alignment by linear modeling. Computational Linguistics, 36(3):303–339. Zhanyi Liu, Haifeng Wang, Hua Wu and Sheng Li. 2009. Collocation Extraction Using Monolingual Word Alignment Model. In Proceedings of EMNLP 2009. Tengfei Ma and Xiaojun Wan. 2010. Opinion Target Extraction in Chinese News Comments. In Proceedings of COLING 2010. Popescu, Ana-Maria Extracting produt and Oren, Etzioni. 2005. fedatures and opinions from reviews. In Proceedings of EMNLP 2005 Guang Qiu, Bing Liu., Jiajun Bu and Chun Che. Expanding Domain Sentiment Lexicon 2009. through 2009 Chen. 2011. Double Popagation. In Proceedings of IJCAI Guang Qiu, Bing Liu, Jiajun Bu and Chun Opinion Word Expansion and Target through Double Propagation. Computational Linguistics, March 2011, Vol. 37, No. 1: 9.27 Qi Su, Xinying Xu., Honglei Guo, Zhili Guo, Xian Wu, Xiaoxun Zhang, Bin Swen and Zhong Su. 2008. Hidden Sentiment Association in Chinese Web Opinion Mining. In Proceedings of WWW 2008 Bo Wang, Houfeng Wang. Bootstrapping both Product Features and Opinion Words from Chinese Customer Reviews with Cross-Inducing. In Proceedings of IJCNLP 2008. Hongning Wang, Yue Lu and Chengxiang Zhai. 2011. Latent Aspect Rating Analysis without Aspect Keyword Supervision. In Proceedings of KDD 2011. Yuanbin Wu, Qi Zhang, Xuangjing Huang and Lide Wu, 2009, Phrase Dependency Parsing For Opinion Mining, In Proceedings of EMNLP 2009 Lei Zhang, Bing Liu, Suk Hwan Lim and Eamonn O’Brien-Strain. 2010. Extracting and Ranking Product Features in Opinion Documents. In Proceedings of COLING 2010. Qi Zhang, Joseph Product Parsing, Yuanbin Wu, Tao Li, Mitsunori Ogihara, Johnson, Xuanjing Huang. 2009. Mining Reviews Based on Shallow Dependency In Proceedings of SIGIR 2009. Guangyou Zhou, Li Cai, Jun Zhao and Kang Liu. 2011. Phrase-based Translation Model for Question Retrieval in Community Question Answer Archives. In Proceedings of ACL 2011. Jingbo Zhu, Huizhen Wang, Benjamin K. Tsou and Muhua Zhu. 2009. Multi-aspect Opinion Polling from Textual Reviews. In Proceedings of CIKM 2009. 1356 Extraction