Sentiment Analysis of Micro-blog Integrated on Explicit Semantic Analysis Method

被引:36
|
作者
Wang, Chun Hua [1 ]
Han, Dong [1 ]
机构
[1] Huanghuai Univ, Sch Animat, Zhumadian, Henan, Peoples R China
基金
中国国家自然科学基金;
关键词
ESA; Wikipedia; Micro-blog; Sentiment analysis; Naive Bayesian model;
D O I
10.1007/s11277-017-5144-9
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Combined with existing research of short text classification, this paper analyzes and explores the structure and characteristics of Wikipedia. And the fusion of explicit semantic analysis algorithm micro-blog sentiment analysis method is proposed. Wikipedia is regarded as external semantic knowledge base, and the entries are introduced as a supplement of micro-blog text features. The author improves the previous micro-blog sentiment analysis text representation method, and then constructs the naive Bias classifier to achieve emotion classification. The experimental results show that after the introduction of Wikipedia to micro-blog text feature expansion, the final evaluation index of the classification results of the naive Bias classifier has been improved, which achieves a better classification effect and improves the effectiveness of the sentiment classification.
引用
收藏
页码:1095 / 1105
页数:11
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