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The Distributed Representation for Societal Risk Classification toward BBS Posts

文献类型：期刊论文

作者Chen Jindong1,2; Tang Xijin1
刊名JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY
出版日期2017-06-01
卷号30期号:3页码:627-644
关键词Distributed representation KNN paragraph vector model societal risk classification Tianya forum
ISSN号1009-6124
DOI10.1007/s11424-016-5099-z
英文摘要The risk classification of BBS posts is important to the evaluation of societal risk level within a period. Using the posts collected from Tianya forum as the data source, the authors adopted the societal risk indicators from socio psychology, and conduct document-level multiple societal risk classification of BBS posts. To effectively capture the semantics and word order of documents, a shallow neural network as Paragraph Vector is applied to realize the distributed vector representations of the posts in the vector space. Based on the document vectors, the authors apply one classification method KNN to identify the societal risk category of the posts. The experimental results reveal that paragraph vector in document-level societal risk classification achieves much faster training speed and at least 10% improvements of F-measures than Bag-of-Words. Furthermore, the performance of paragraph vector is also superior to edit distance and Lucene-based search method. The present work is the first attempt of combining document embedding method with socio psychology research results to public opinions area.
资助项目National Natural Science Foundation of China[71171187] ; National Natural Science Foundation of China[71371107] ; National Natural Science Foundation of China[61473284]
WOS研究方向Mathematics
语种英语
WOS记录号WOS:000401059600008
出版者SPRINGER HEIDELBERG
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/25386]  
专题系统科学研究所
通讯作者Chen Jindong
作者单位1.Chinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Beijing 100190, Peoples R China
2.China Acad Aerosp Syst Sci & Engn, Beijing 100048, Peoples R China
推荐引用方式
GB/T 7714		 Chen Jindong,Tang Xijin. The Distributed Representation for Societal Risk Classification toward BBS Posts[J]. JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,2017,30(3):627-644.
APA Chen Jindong,&Tang Xijin.(2017).The Distributed Representation for Societal Risk Classification toward BBS Posts.JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,30(3),627-644.
MLA Chen Jindong,et al."The Distributed Representation for Societal Risk Classification toward BBS Posts".JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY 30.3(2017):627-644.

入库方式： OAI收割

来源：数学与系统科学研究院

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