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thedistributedrepresentationforsocietalriskclassificationtowardbbsposts
Chen Jindong; Tang Xijin
2017
Source Publicationjournalofsystemssciencecomplexity
ISSN1009-6124
Volume30Issue:3Pages:627
AbstractThe 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.
Language英语
Funding Project[National Natural Science Foundation of China]
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/45865
Collection系统科学研究所
Affiliation中国科学院数学与系统科学研究院
Recommended Citation
GB/T 7714
Chen Jindong,Tang Xijin. thedistributedrepresentationforsocietalriskclassificationtowardbbsposts[J]. journalofsystemssciencecomplexity,2017,30(3):627.
APA Chen Jindong,&Tang Xijin.(2017).thedistributedrepresentationforsocietalriskclassificationtowardbbsposts.journalofsystemssciencecomplexity,30(3),627.
MLA Chen Jindong,et al."thedistributedrepresentationforsocietalriskclassificationtowardbbsposts".journalofsystemssciencecomplexity 30.3(2017):627.
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