Sentiment classification of Chinese Weibo based on extended sentiment dictionary and organisational structure of comments

被引:17
|
作者
Wei, Zhongliang [1 ]
Liu, Wenjuan [1 ]
Zhu, Guangli [1 ]
Zhang, Shunxiang [1 ]
Hsieh, Meng-Yen [2 ]
机构
[1] Anhui Univ Sci & Technol, Sch Comp Sci & Engn, Huainan, Peoples R China
[2] Providence Univ, Dept Comp Sci & Informat Engn, Taichung, Taiwan
基金
中国国家自然科学基金;
关键词
Sentiment dictionary; Weibo hot topics; sentiment classification; organisational structure; WORDS;
D O I
10.1080/09540091.2021.2006146
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Sentiment classification can provide the decision support of social applications such as trend judgment, public opinion monitoring, etc. However, the accuracy of sentiment classification for Chinese Weibo is still not satisfactory due to the complexity of Chinese. In addition, affected by the different organisational structure levels, the sentiment tendency of fewer Weibo Comments may be judged to be the opposite. To solve the problem above, this paper presents a Chinese sentiment classification model based on extended sentiment dictionary and organisational structure of comments. First, the sentiment dictionary can be extended by using seven dictionaries, which include the base sentiment dictionary and six additional dictionaries. Then, the sets of rules are constructed, which include inter-sentence rules and organisational structure rules. Finally, comments on three hot topics are crawled and used to make the data sets for sentiment calculation. Accordingly, based on the result of sentiment calculation, sentiment classification is completed. The effectiveness of the proposed model is verified through comparison experiments, and the experimental results are also discussed.
引用
收藏
页码:409 / 428
页数:20
相关论文
共 50 条
  • [1] Chinese Text Sentiment Analysis Based on Extended Sentiment Dictionary
    Xu, Guixian
    Yu, Ziheng
    Yao, Haishen
    Li, Fan
    Meng, Yueting
    Wu, Xu
    [J]. IEEE ACCESS, 2019, 7 : 43749 - 43762
  • [2] Sentiment Analysis Based on Weibo Comments
    Xue, Juntao
    Ban, Xin
    Guo, Hao
    Zhu, Xinshan
    [J]. 2018 13TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2018, : 1166 - 1171
  • [3] Sentiment analysis of Chinese micro-blog text based on extended sentiment dictionary
    Zhang, Shunxiang
    Wei, Zhongliang
    Wang, Yin
    Liao, Tao
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 81 : 395 - 403
  • [4] Sentiment Classification Regarding the Negative Brand Affect of Enterprise Weibo Comments
    Wang, Xin
    Yu, Guang
    Yu, Yong-tian
    [J]. FUZZY SYSTEMS AND DATA MINING V (FSDM 2019), 2019, 320 : 48 - 54
  • [5] Sentiment polarity classification of tweets using an extended dictionary
    Vargas-Calderon, Vladimir
    Vargas Sanchez, Nelson A.
    Calderon-Benavides, Liliana
    Camargo, Jorge E.
    [J]. INTELIGENCIA ARTIFICIAL-IBEROAMERICAL JOURNAL OF ARTIFICIAL INTELLIGENCE, 2018, 21 (62): : 1 - 11
  • [6] Weibo Comments Sentiment Analysis Based on Deep Learning Model
    Hu, Xixiang
    Zhang, Yu
    Zhang, Hongli
    [J]. PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ARTIFICIAL INTELLIGENCE (CAAI 2017), 2017, 134 : 530 - 533
  • [7] Sentiment Analysis of Weibo Comments Based on Graph Neural Network
    Li, Yan
    Li, Nianfeng
    [J]. IEEE ACCESS, 2022, 10 : 23497 - 23510
  • [8] Chinese Sentiment Classification Based on Semantic Structure of Sentences
    Yang, Yushu
    Zhou, Yanquan
    [J]. 2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 1745 - 1749
  • [9] Sentiment Classification Algorithm Based on the Cascade of BERT Model and Adaptive Sentiment Dictionary
    Duan, Ruixue
    Huang, Zhuofan
    Zhang, Yangsen
    Liu, Xiulei
    Dang, Yue
    [J]. Wireless Communications and Mobile Computing, 2021, 2021
  • [10] Sentiment Classification Algorithm Based on the Cascade of BERT Model and Adaptive Sentiment Dictionary
    Duan, Ruixue
    Huang, Zhuofan
    Zhang, Yangsen
    Liu, Xiulei
    Dang, Yue
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2021, 2021