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基于语义倾向计算器的情感分析方法

苏杰 缪裕青 刘少兵 吴孔玲

桂林电子科技大学学报2012,Vol.32Issue(4):302-306,5.
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

苏杰 1缪裕青 1刘少兵 1吴孔玲1

作者信息

  • 1. 桂林电子科技大学 计算机科学与工程学院,广西桂林541004
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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)

桂林电子科技大学学报

1673-808X

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