Sentiment analysis of text based on three-way decisions

doi:10.3233/JIFS-161522

	Sentiment analysis of text based on three-way decisions
	Ren, Fuji 1; Wang, Lei 1,2
	2017
发表期刊	JOURNAL OF INTELLIGENT & FUZZY SYSTEMS
ISSN	1064-1246
卷号	33 期号:1 页码:245-254
摘要	In recent years, affective computing has received much attention in the area of natural language processing and artificial intelligence. Sentiment orientation recognition of text is one of important parts in affective computing. A method is proposed to recognize the multi-label sentiment orientations of Chinese text based on three-way decisions. Firstly, sentiment orientation and intensity of sentiment words from texts are identified by sentiment lexicons, Tongyi Cilin and HowNet. Subsequently, sentiment orientation of text are divided into three domains, including positive, negative and boundary domain, according to their sentiment intensity and the appropriate decision-making thresholds. Lastly, sentiment orientations of texts in the boundary domain are distinguished pursuant to sentimental characteristics of sentences in texts. The results of experiments show that the method of multi-label sentiment analysis of Chinese text, based on three-way decisions, is effective for identifying sentiment orientations of texts.
关键词	Sentiment analysis three-way decisions sentiment lexicon multi-label sentiment recognition
DOI	10.3233/JIFS-161522
收录类别	SCIE
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000404286400021
出版者	IOS PRESS
原始文献类型	Article
EISSN	1875-8967
引用统计	被引频次：17[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.library.ouchn.edu.cn/handle/39V7QQFX/168371
专题	国家开放大学上海分部
通讯作者	Ren, Fuji; Wang, Lei
作者单位	1.Tokushima Univ, Fac Engn, Minamijyousanjima Cho, Tokushima, Japan; 2.Shanghai Open Univ, Coll Sci & Technol, Shanghai, Peoples R China
通讯作者单位	国家开放大学上海分部
推荐引用方式 GB/T 7714	Ren, Fuji,Wang, Lei. Sentiment analysis of text based on three-way decisions[J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS,2017,33(1):245-254.
APA	Ren, Fuji,&Wang, Lei.(2017).Sentiment analysis of text based on three-way decisions.JOURNAL OF INTELLIGENT & FUZZY SYSTEMS,33(1),245-254.
MLA	Ren, Fuji,et al."Sentiment analysis of text based on three-way decisions".JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 33.1(2017):245-254.