Modeling Information Diffusion with the External Environment in Social Networks
文献类型:期刊论文
作者 | Liao, Xiangwen2,4; Yang, Dingda2,5; Cheng, Xueqi1; Chen, Guolong2,4; Wei, Jingjing2,3 |
刊名 | JOURNAL OF INTERNET TECHNOLOGY
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出版日期 | 2019 |
卷号 | 20期号:2页码:369-377 |
关键词 | Social networks Information diffusion External environment |
ISSN号 | 1607-9264 |
DOI | 10.3966/160792642019032002006 |
英文摘要 | This paper addresses the problem of modeling the information diffusion in social networks. We are motivated by the phenomenon that individuals can receive information from the external environment, which possibly causes the transition of individuals' states. Most of existing models are based on the assumption that information spread through social interactions between individuals in the interior network, but few attention is paid to the change of states due to the information obtaining from the external environment. This paper proposes an External Environment Involved Information Diffusion Model (EEIIDM) by integrating the effect of the external environment. Mechanisms of state transition are utilized to describe the information diffusion. Theoretical analyses of the model are carried out in both homogeneous and heterogeneous networks, demonstrating that all individuals are informed at the equilibrium when the external environment is introduced. Furthermore, simulation results show that the external environment makes the diffusion process less sensitive to the initial spreader. |
资助项目 | National Natural Science Foundation of China[61772135] ; National Natural Science Foundation of China[U1605251] ; Open Project of Key Laboratory of Network Data Science & Technology of Chinese Academy of Sciences[CASNDST201606] ; Open Project of Key Laboratory of Network Data Science & Technology of Chinese Academy of Sciences[CASNDST201708] ; Key Laboratory of Trustworthy Distributed Computing and Service (BUPT) Ministry of Education[2017KF01] |
WOS研究方向 | Computer Science ; Telecommunications |
语种 | 英语 |
WOS记录号 | WOS:000466165200006 |
出版者 | LIBRARY & INFORMATION CENTER, NAT DONG HWA UNIV |
源URL | [http://119.78.100.204/handle/2XEOYT63/4221] ![]() |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Liao, Xiangwen |
作者单位 | 1.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China 2.Fuzhou Univ, Fujian Prov Key Lab Network Comp & Intelligent In, Fuzhou, Fujian, Peoples R China 3.Fujian Jiangxia Univ, Coll Elect & Informat Sci, Fuzhou, Fujian, Peoples R China 4.Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Fujian, Peoples R China 5.Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou, Fujian, Peoples R China |
推荐引用方式 GB/T 7714 | Liao, Xiangwen,Yang, Dingda,Cheng, Xueqi,et al. Modeling Information Diffusion with the External Environment in Social Networks[J]. JOURNAL OF INTERNET TECHNOLOGY,2019,20(2):369-377. |
APA | Liao, Xiangwen,Yang, Dingda,Cheng, Xueqi,Chen, Guolong,&Wei, Jingjing.(2019).Modeling Information Diffusion with the External Environment in Social Networks.JOURNAL OF INTERNET TECHNOLOGY,20(2),369-377. |
MLA | Liao, Xiangwen,et al."Modeling Information Diffusion with the External Environment in Social Networks".JOURNAL OF INTERNET TECHNOLOGY 20.2(2019):369-377. |
入库方式: OAI收割
来源:计算技术研究所
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