JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE) ›› 2014, Vol. 49 ›› Issue (08): 58-65.doi: 10.6040/j.issn.1671-9352.1.2014.199

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Research on identificating Chinese micro-blog opinion sentence based on three-way decisions

TIAN Hai-long, ZHU Yan-hui, LIANG Tao, MA Jin, LIU Jing   

  1. School of Computer and Communication, Hunan University of Technology, Zhuzhou 412008, Hunan, China
  • Received:2014-04-27 Revised:2014-07-08 Published:2014-09-24

Abstract: Micro-blog opinion sentence identification is the foundation for opinion mining and public opinion analysis.Therefore, the accuracy of identification of critical opinion sentences is very important for the follow-up research work. A Chinese micro-blog perspective sentence identification method based on three-way decisions.using support vector machine classifiers and sigmoid function to caculate the probability of a micro-blog belonging to perspective sentence,and conducting a contrast experiment between Chinese microblog perspective sentence identificaition method based on three-way decisions and traditional support vector machine,it shows that three-way decisions has accepted a good identification effect.

Key words: chinese micro-blog, three-way decisions, opinion sentence

CLC Number: 

  • TP18
[1] 中国互联网网络信息中心. 第33次中国互联网发展状况统计报告[EB/OL].2014. http://www.cnnic.net.cn/hlwfzyj/hlwxzbg/hlwtjbg/201301/P020140221376266085836.pdf. China Internet Network Information Center. The 33th China Internet Development StatisticsReport [EB/OL].2014.http://www.cnnic.net.cn/hlwfzyj/hlwxzbg/hlwtjbg/201301/P020140221376266085836.pdf.
[2] YAO Yiyu. An outline of a theory of three-way decisions[C]. Proceedings of the 8th International RSCTC Conference. Chengdu:Springer 2012 Lecture Notes in Computer Science, 2012.
[3] YAO Yiyu. Three-way decisions with probabilistic rough sets. Information Sciences, 2010, 180: 341-353.
[4] YAO Yiyu. The superiority of three-way decisions in probabilistic rough set models, Information Sciences, 2011,181:1080-1096.
[5] PAWLAK Z. Roughsets[J]. International Journal of Computer and Information Sciences, 1982, 11(5):341-356.
[6] PAWLAK Z. Roughset:theoreticalaspects of reasonsing about data[M].Dordrecht:Kluwer Academic Publishers, 1991.
[7] YAO Yiyu, Wong S K M, Lingras P.A decision -theoretic rough set model[C].The 5th International Symposium on Methodologies for Intelligent Systemd, 1990.
[8] YAO Yiyu, Wong S K M. A decision theoretic framework for approximating concepts[J].International Journal of Man-Machine studies,1992, 37:793-809.
[9] YAO Yiyu. Probabilistic approaches to rough sets[J].Expert System,2003,20:287-297.
[10] YAO Yiyu. Probabilistic rough set approximations[J].I nternational Journal of Approximate Reasoning, 2008, 49:255-271.
[11] 中国知网.《知网》情感分析用词语集:Beta 版[EB/OL].2014. http://www.keenage.com/html/c_ index.html. HowNet. HowNet.“HowNet”word set for sentiment analysis:Beta Version[EB/OL]. 2014.http://www.keenage.com/html/c_ index.html.
[12] 朱艳辉,徐叶强,王文华,等. 中文评论文本观点抽取方法研究[C]//第三届中文倾向性分析评测论文集. 济南:中国科学院计算技术研究所,2011:126-135. ZHU Yanhui, XU Yeqiang, WANG Wenhua, et al. Research on Opinion Extraction of Chinese Review[C]//The Third Chinese Opinion Analysis Evaluation Proleedings. Jinan: Institute of Computing Technology, Chinese Academy of Science, 2011: 126-135.
[13] 杜锐,朱艳辉,鲁琳,等. 基于SVM的中文微博观点句识别算法[J]. 湖南工业大学学报, 2013(2):89-93. DU Rui, ZHU Yanhui, LU Lin, et al. The SVM-based algorithm for Chinese micro-blog opinion sentence identification[J]. Journal of Hunan University of Technology, 2013(2):89-93.
[14] 张华平. ICTCLAS2014汉语分词系统.NLPIR下载[EB/OL].2014. http://ictclas.nlpir.org/ZHANG Huaping. ICTCLAS2014 Chinese Word Segmentation.DownloadNLPIR[EB/OL].2014. http://ictclas.nlpir.org/.
[15] 中国计算机学会. 中文微博情感分析评测--样例数据集[EB/OL].[2012-07-01]. http://tcci.ccf.org.cn/conference/2012/pages/page04_eva.html. China Computer Federation. The Chinese micro-blog emotional analysis and evaluation: sample data sets[EB/OL].[2012-07-01]. http://tcci.ccf.org.cn/conference/2012/pages/page04_eva.html.
[16] 贾修一,商琳,周献中,等. 三支决策理论与应用[M]. 南京:南京大学出版社,2012:61-79. JIA Xiuyi, SHANG Lin, ZHOU Xianzhong, et al. Threey-way decisions theory and its applications[M]. Nanjing: Nanjing University Press, 2012: 61-79.
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