宋佳颖,贺 宇,付国宏. 领域相关的汉语情感词典扩展[J]. 中文信息学报, 2015, 29(6): 75-82.
SONG Jiaying, HE Yu, FU Guohong. Automatic Expansion of Domain-Specific Sentiment Lexicon for Chinese. , 2015, 29(6): 75-82.
领域相关的汉语情感词典扩展
宋佳颖,贺 宇,付国宏
黑龙江大学 计算机科学技术学院,黑龙江 哈尔滨 150080
Automatic Expansion of Domain-Specific Sentiment Lexicon for Chinese
SONG Jiaying, HE Yu, FU Guohong
School of Computer Science and Technology, Heilongjiang University, Harbin, Heilongjiang 150080, China)
Abstract：In this paper we incorporate opinion element normalization with the PolarityRank algorithm and thus propose a semi-supervised approach to Chinese domain-specific sentiment lexicon expansion. We first extract a set of attribution-evaluation pairs from product reviews. In order to reduce the complexity and noises in sentiment lexicon expansion, we exploit Jaccard coefficient and rules to normalize the extracted product attributions and their relevant evaluations, respectively. Finally, we modify the PolarityRank algorithm to automatically recognize domain-specific dynamic polar words that are out of the original sentiment lexicon. Experimental results over product reviews in car and mobile-phone domains show that using the expanded domain-specific dynamic polar words helps improve polarity classification performance. Key words sentiment analysis; sentiment lexicon expansion; polarityRank; opinion element normalization
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2015, Vol. 29 
