Knowledge Commons of Institute of Automation,CAS
Modeling online user behaviors with competitive interactions | |
He, Saike1; Zheng, Xiaolong1; Zeng, Daniel Dajun1,2,3 | |
发表期刊 | INFORMATION & MANAGEMENT |
ISSN | 0378-7206 |
2019-06-01 | |
卷号 | 56期号:4页码:463-475 |
通讯作者 | Zheng, Xiaolong(xiaolong.zheng@ia.ac.cn) |
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. |
关键词 | Online behaviors Competitive interactions Homophily Homeostasis Social media |
DOI | 10.1016/j.im.2018.09.007 |
关键词[WOS] | NETWORK ; EMOTION |
收录类别 | SCI |
语种 | 英语 |
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] ; 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] ; 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] |
项目资助者 | National Key R&D Program of China ; National Natural Science Foundation of China ; Ministry of Health of China |
WOS研究方向 | Computer Science ; Information Science & Library Science ; Business & Economics |
WOS类目 | Computer Science, Information Systems ; Information Science & Library Science ; Management |
WOS记录号 | WOS:000469153900001 |
出版者 | ELSEVIER SCIENCE BV |
七大方向——子方向分类 | 社会计算 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/24413 |
专题 | 多模态人工智能系统全国重点实验室_互联网大数据与信息安全 |
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 |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
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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