Method of Subjective Lexicon Creation for Chinese Sentiment Analysis

被引:1
|
作者
Zhang Jing [1 ]
Jin Hao [2 ]
机构
[1] Panzhihua Univ, Comp Network Ctr, Sichuan Panzhihua 617000, Peoples R China
[2] Nanjing Univ, Dept Comp Sci & Technol, Nanjing 210093, Peoples R China
关键词
Chinese subjective lexicon; creation method; models; algorithms; machine learning; character choice; automatic judgment;
D O I
10.4028/www.scientific.net/AMM.34-35.801
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The lack of Chinese subjective lexicon in the study and application of the subjective and emotional information restricts the further development of subjectivity analysis of Chinese words. Based on the current situation of and demand for Chinese sentiment analysis, the method of automatically obtaining subjective lexicon from the target corpus is studied. A creation method of subjective lexicon is presented, the subjective lexicon and language model are defined, a self-adaptive subjectivity bootstrapping algorithm and the characteristic model of subjectivity attribute are designed, and all these lead to the realization of the automatic judgment of sentiment polarity, subjectivity intensity and the subjectivity and objectivity of a word in the subjectivity entry. Experiments prove that by using machine learning the proposed method of automatic creation of Chinese subjective lexicon is highly efficient and with excellent performance.
引用
收藏
页码:801 / +
页数:2
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