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Modeling online user behaviors with competitive interactions
He, Saike1; Zheng, Xiaolong1; Zeng, Daniel Dajun1,2,3
刊名INFORMATION & MANAGEMENT
2019-06-01
卷号56期号:4页码:463-475
关键词Online behaviors Competitive interactions Homophily Homeostasis Social media
ISSN号0378-7206
DOI10.1016/j.im.2018.09.007
通讯作者Zheng, Xiaolong(xiaolong.zheng@ia.ac.cn)
英文摘要Online user behaviors are increasingly modulated by social media. Extant literature mainly focuses on investigating how network structures affect user behaviors. However, recent empirical results demonstrate that user behaviors and network structures usually coevolve dynamically, and topological patterns turn out to be inadequate for characterizing real-world user behaviors. In this paper, we present a dynamic model to deal with this challenge. This proposed model is mainly governed by two competing principles: homophily and homeostasis. Empirical evaluations of three online real-world datasets suggest that the proposed dynamic model can well predict long-range online user behaviors.
资助项目National Key R&D Program of China[2017YFC1200302] ; National Key R&D Program of China[2016QY02D0305] ; National Key R&D Program of China[2017YFC0820105] ; National Natural Science Foundation of China[71602184] ; National Natural Science Foundation of China[71472175] ; National Natural Science Foundation of China[71603253] ; National Natural Science Foundation of China[71621002] ; Ministry of Health of China[2017ZX10303401-002]
WOS关键词NETWORK ; EMOTION
WOS研究方向Computer Science ; Information Science & Library Science ; Business & Economics
语种英语
出版者ELSEVIER SCIENCE BV
WOS记录号WOS:000469153900001
资助机构National Key R&D Program of China ; National Natural Science Foundation of China ; Ministry of Health of China
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/24412]  
专题中国科学院自动化研究所
通讯作者Zheng, Xiaolong
作者单位1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Beijing, Peoples R China
3.Univ Arizona, Dept Management Informat Syst, Tucson, AZ 85721 USA
推荐引用方式
GB/T 7714
He, Saike,Zheng, Xiaolong,Zeng, Daniel Dajun. Modeling online user behaviors with competitive interactions[J]. INFORMATION & MANAGEMENT,2019,56(4):463-475.
APA He, Saike,Zheng, Xiaolong,&Zeng, Daniel Dajun.(2019).Modeling online user behaviors with competitive interactions.INFORMATION & MANAGEMENT,56(4),463-475.
MLA He, Saike,et al."Modeling online user behaviors with competitive interactions".INFORMATION & MANAGEMENT 56.4(2019):463-475.
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