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anempiricalfeasibilitystudyofsocietalriskclassificationtowardbbsposts
Chen Jindong1; Zhou Xiaoji2; Tang Xijin3
2018
Source Publicationjournalofsystemsscienceandsystemsengineering
ISSN1004-3756
Volume027Issue:006Pages:709
AbstractSocietal risk classification is the fundamental issue for online societal risk monitoring. To show the challenge and feasibility of societal risk classification toward BBS posts, an empirical analysis is implemented in this paper. Through effectiveness analysis, Support Vector Machine based on Bag-Of-Words (BOW-SVM) is adopted for challenge validation, and the distributed document embeddings of BBS posts generated by Paragraph Vector are applied to feasibility study. Based on BOW-SVM, cross-validations of BBS posts labeled by different groups and annotators are conducted. The big fluctuation of cross-validation results indicates the differences of individual risk perceptions, which brings more challenges to societal risk classification. Furthermore, based on the distributed document embeddings of BBS posts, the pairwise similarities of more than 300 thousands BBS posts from different societal risk categories are compared. The higher similarities of BBS posts in the same societal risk category reveal that BBS posts in the same societal risk category share more features than BBS posts in different categories, which manifests the feasibility of societal risk classification of BBS posts, and also reflects the possibility to improve the performance of societal risk monitoring.
Language英语
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/44077
Collection系统科学研究所
Affiliation1.School of Economics and Management, Beijing Information Science &Technology University
2.China Academy of Aerospace Systems Science and Engineering
3.中国科学院数学与系统科学研究院
Recommended Citation
GB/T 7714
Chen Jindong,Zhou Xiaoji,Tang Xijin. anempiricalfeasibilitystudyofsocietalriskclassificationtowardbbsposts[J]. journalofsystemsscienceandsystemsengineering,2018,027(006):709.
APA Chen Jindong,Zhou Xiaoji,&Tang Xijin.(2018).anempiricalfeasibilitystudyofsocietalriskclassificationtowardbbsposts.journalofsystemsscienceandsystemsengineering,027(006),709.
MLA Chen Jindong,et al."anempiricalfeasibilitystudyofsocietalriskclassificationtowardbbsposts".journalofsystemsscienceandsystemsengineering 027.006(2018):709.
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