A Hybrid Method to Sentiment Analysis for Chinese Microblog

被引：0

作者：

Fu, Xia ^{[1
]}

Du, Yajun ^{[1
]}

Ye, Yongtao ^{[1
]}

机构：

[1] Xihua Univ, Sch Comp & Software Engn, Chengdu 610039, Peoples R China

来源：

KNOWLEDGE GRAPH AND SEMANTIC COMPUTING: LANGUAGE, KNOWLEDGE, AND INTELLIGENCE, CCKS 2017 | 2017年 / 784卷

基金：

中国国家自然科学基金;

关键词：

Sentiment analysis; Machine learning; Word embedding;

D O I：

10.1007/978-981-10-7359-5_15

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In recent years, more and more netizens are willing to express their opinions on social media platforms. Sentiment analysis is effective and valuable to extract useful information out of massive text documents. In this paper, we proposed a hybrid approach to the sentiment analysis problem for Chinese microblog. This hybrid approach combines the basic techniques of natural language processing (NLP) and machine learning to determine the semantic orientation for Chinese microblog. The hybrid method is tested on two public data sets and the results show that our method is effective.

引用

页码：152 / 157

页数：6

共 9 条

[1] A neural probabilistic language model [J].

Bengio, Y ;

Ducharme, R ;

Vincent, P ;

Jauvin, C .

JOURNAL OF MACHINE LEARNING RESEARCH, 2003, 3 (06) :1137-1155

[2] Measuring Semantic Similarity between Words Using HowNet [J].

Dai, Liuling ;

Liu, Bin .

PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, 2008, :601-+

[3] Word sense disambiguation based sentiment lexicons for sentiment classification [J].

Hung, Chihli ;

Chen, Shiuan-Jeng .

KNOWLEDGE-BASED SYSTEMS, 2016, 110 :224-232

[4] ConSent: Context-based sentiment analysis [J].

Katz, Gilad ;

Ofek, Nir ;

Shapira, Bracha .

KNOWLEDGE-BASED SYSTEMS, 2015, 84 :162-178

[5] Thumbs up? Sentiment classification using machine learning techniques [J].

Pang, B ;

Lee, L ;

Vaithyanathan, S .

PROCEEDINGS OF THE 2002 CONFERENCE ON EMPIRICAL METHODS IN NATURAL LANGUAGE PROCESSING, 2002, :79-86

[6] Emotion Mining Research on Micro-blog [J].

Shen, Yang ;

Li, Shuchen ;

Zheng, Ling ;

Ren, Xiaodong ;

Cheng, Xiaolong .

2009 1ST IEEE SYMPOSIUM ON WEB SOCIETY, PROCEEDINGS, 2009, :71-+

[7] A survey on sentiment detection of reviews [J].

Tang, Huifeng ;

Tan, Songbo ;

Cheng, Xueqi .

EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (07) :10760-10773

[8] Classification of sentiment reviews using n-gram machine learning approach [J].

Tripathy, Abinash ;

Agrawal, Ankit ;

Rath, Santanu Kumar .

EXPERT SYSTEMS WITH APPLICATIONS, 2016, 57 :117-126

[9]

Turney PD, 2002, 40TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, PROCEEDINGS OF THE CONFERENCE, P417

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