桂林电子科技大学学报2012,Vol.32Issue(4):302-306,5.
基于语义倾向计算器的情感分析方法
Sentiment analysis method based on semantic orientation calculator
摘要
Abstract
For the polarity and strength of unknown sentiment words cannot be calculated and classified effectively in traditional lexicon-based classifiers. The EM-SO algorithm was proposed based on expectation maximization for constructing and updating sentiment lexicon. Negative and intensifying components were designed upon SO-CAL for capturing the combined effects of appraisal words and their modifiers. Experimental results showed that the EM-SO algorithm and designed components outperform SO-CAL obviously for the calculation performance of the polarity and strength of sentiment words on review sets and can be applied to the subjective classification task and so on.关键词
语义倾向/情感分析/最大期望/否定式/强化式Key words
semantic orientation/ sentiment analysis) expectation maximization/ negation/ intensification分类
信息技术与安全科学引用本文复制引用
苏杰,缪裕青,刘少兵,吴孔玲..基于语义倾向计算器的情感分析方法[J].桂林电子科技大学学报,2012,32(4):302-306,5.基金项目
广西可信软件重点实验室开放基金(11-031-28) (11-031-28)
广西研究生科研创新项目(2011105950812M22) (2011105950812M22)