Abstract:This paper studies on the ambiguous collocations with the perspevtive to sentiment analysis, which are of substantial importance for text sentiment analysis. We use Association Rule to determine whether word pairs are collocations, cut off the unnecessary ones by PMI, and then resolve the collocation ambiguity. As a result, we build an ambiguous collocations dictionary, which is adopted in the sentencesentiment analysis . Experiments on the COAE2008 corpus show that ambiguous collocations are essential in the sentiment analysis, and it significantly influences the accuracy of sentiment analysis. Key wordsambiguous collocations;association rule;orientation;affective computing
[1] Bolshakov IA,Gelbukh A. Heuristics-Based Replenishment of Collocation Databases[J]. E.M.Ranchhod and N.J.Mamede(Eds.),2002,2389: 25-32. [2] 车万翔,刘挺,秦兵.面向依存文法分析的搭配抽取方法研究[C]//全国第六届计算语言学联合学术会议论文集.太原: 全国第六届计算语言学联合学术会议,2001: 102-107. [3] Ding XW,Liu B,Yu PS.A Holistic Lexicon-Based Approach To Opinion Mining[C]//Proceedings of The Conference on Web Search And Web Data Mining (WSDM).New York: ACM,2008: 231-240. [4] Agrawal R,Imielinski T,Swami AN.- Mining Association Rules Between Sets of Items In Large Data Bases[C]//Proceedings of The ACM SIGMOD Intl Conference on Management of Data. Washington: 1993: 207-216. [5] Agrawal R,Srikant R.Fast Algorithms For Mining Association Rules[C]//The Proceedings of Intel Conference on Very Large Data Bases.Santiago: 1994: 487-499. [6] Kim SM, Hovy E. Automatic Detection of Opinion Bearing Words And Sentences[C]//The Proceedings of IJCNLP-2005.JeJu Island: 2005: 61-66. [7] Zhao J, Liu K. Adding redundant features for crfs-based sentence sentiment classification[C]//The Proceedings of The 2008 Conference on Empirical Methods In Natural Language Processing. Honolulu: 2008: 117-126. [8] Landauer TK, Foltz PW,Laham D.Introduction to Latent Semantic Analysis Discourse Processes[M],1998,25: 259-284. [9] Zhen Dong. Dong.http://www.keenage.com/zhiwang/e_zhiwang.html[EB/OL]. [10] 徐琳宏,林鸿飞,潘宇.情感词汇本体的构造[J].情报学报,2008,27: 180-185. [11] 陈建美,林鸿飞,中文情感常识知识库的构建[J].情报学报,2009,28: 492-498. [12] 徐琳宏,林鸿飞,赵晶.情感语料库的构建和分析[J].中文信息学报,2008,22(1): 116-122.