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 |
DOI | 10.1016/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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