Opinion Sentence Extraction and Sentiment Analysis for Chinese Microblogs

被引:0
|
作者
Shi, Hanxiao [1 ]
Chen, Wei [1 ]
Li, Xiaojun [1 ]
机构
[1] Zhejiang GongShong Univ, Sch Comp Sci & Informat Engn, Hangzhou 310018, Peoples R China
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Sentiment analysis of Chinese microblogs is important for scientific research in public opinion supervision, personalized recommendation and social computing. By studying the evaluation task of NLP&CC'2012, we mainly implement two tasks, namely the extraction of opinion sentence and the determination of sentiment orientation for microblogs. First, we manually label the sample of microblog corpus supplied by the organization, and expand the sentiment lexicon by introducing the Internet sentiment words; second, we construct the different feature sets based on the analysis of the characteristic of Chinese microblogs. Finally, we use SVM classifier to generate a model based on training corpus, and implement the predication of test corpus. Evaluation results show our work has good performance on two tasks.
引用
收藏
页码:417 / 423
页数:7
相关论文
共 50 条
  • [1] CMiner: Opinion Extraction and Summarization for Chinese Microblogs
    Zhou, Xinjie
    Wan, Xiaojun
    Xiao, Jianguo
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2016, 28 (07) : 1650 - 1663
  • [2] Sentiment Analysis of Chinese Microblogs Based on Layered Features
    Wang, Dongfang
    Li, Fang
    NEURAL INFORMATION PROCESSING (ICONIP 2014), PT II, 2014, 8835 : 361 - 368
  • [3] Sentiment classification analysis based on extraction of sentiment key sentence
    Lin, Zheng
    Tan, Songbo
    Cheng, Xueqi
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2012, 49 (11): : 2376 - 2382
  • [5] Sentiment analysis and prediction model based on Chinese government affairs microblogs
    Li, Meng
    Shi, Yucheng
    HELIYON, 2023, 9 (08)
  • [6] Incorporating Background Checks with Sentiment Analysis to Identify Violence Risky Chinese Microblogs
    Jia, Yun-Fei
    Li, Shan
    Wu, Renbiao
    FUTURE INTERNET, 2019, 11 (09):
  • [7] Sentiment Analysis of Arabic Tweets: Opinion Target Extraction
    Salima, Behdenna
    Fatiha, Barigou
    Ghalem, Belalem
    MODELLING AND IMPLEMENTATION OF COMPLEX SYSTEMS, 2019, 64 : 158 - 167
  • [8] Sentiment Analysis of Chinese Documents: From Sentence to Document Level
    Zhang, Changli
    Zeng, Daniel
    Li, Jiexun
    Wang, Fei-Yue
    Zuo, Wanli
    JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2009, 60 (12): : 2474 - 2487
  • [9] Sentiment Parsing of Chinese Microblogs Using Recurrent Neural Network
    程佳军
    张鑫
    张胜
    王晖
    刘博
    Journal of Donghua University(English Edition), 2016, 33 (03) : 501 - 504
  • [10] A Central Opinion Extraction Framework for Boosting Performance on Sentiment Analysis
    Tian, Yuan
    Xu, Nan
    Mao, Wenji
    Luo, Yin
    2021 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENCE AND SECURITY INFORMATICS (ISI), 2021, : 139 - 144