Analysis of Cyber Interactive Behaviors Using Artificial Community and Computational Experiments
Wang, Xiao1,2; Zheng, Xinhu3; Zhang, Xinzhan4; Zeng, Ke1; Wang, Fei-Yue1,2
Source PublicationIEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
2017-06-01
Volume47Issue:6Pages:995-1006
SubtypeArticle
AbstractAn artificial community is constructed for studying cyber interactive behavior of message publishing by considering impacts from individual's psychological state and social environment. The bottom-up multiagent approach is applied to model the interactions between individuals, and the evolution and organization of collective cyber behaviors. The cyber message publishing behaviors in response to online topics is demonstrated in the artificial community, where each agent perceives the state of the topics and make decisions to operate on specific themes with particular message publishing mechanisms. The mechanisms are designed in line with the analysis of statistical results of 10 years data from Tianya. cn, which are further validated through the artificial community using computational experimental leverages. Experimental results illuminate that the individual's post publishing behavior is dominated by agent's psychological states, while the comment publishing behavior is more susceptible to the agent's social environment expressing the collective efforts of topics and other agents in the community. The artificial community has been used to test the impact of several factors (e.g., individual's psychological state, number of initial agents, and number of new added agents) to individual's message publishing mechanism and to cyber collective behavior patterns. It provides a software-defined social laboratory for social and cyber behavior studies with computational experimental measures.
KeywordArtificial Community Computational Experiments Cyber Interactive Behavior Message Publishing Mechanisms Multiagent-based Modeling (Mam)
WOS HeadingsScience & Technology ; Technology
DOI10.1109/TSMC.2016.2615130
WOS KeywordSOCIAL NETWORKS ; MULTIAGENT PERSPECTIVE ; DYNAMICS ; DIFFUSION
Indexed BySCI
Language英语
Funding OrganizationKey Projects of the National Natural Science Foundation of China (NNSFC)(71232006 ; General Program of NNSFC(71472174) ; 61233001 ; 61533019)
WOS Research AreaAutomation & Control Systems ; Computer Science
WOS SubjectAutomation & Control Systems ; Computer Science, Cybernetics
WOS IDWOS:000401949500010
Citation statistics
Cited Times:2[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/15127
Collection复杂系统管理与控制国家重点实验室_先进控制与自动化
Affiliation1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
2.Qingdao Acad Intelligent Ind, Qingdao 266109, Shandong, Peoples R China
3.Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
4.Xi An Jiao Tong Univ, Sch Software Engn, Xian, Peoples R China
Recommended Citation
GB/T 7714
Wang, Xiao,Zheng, Xinhu,Zhang, Xinzhan,et al. Analysis of Cyber Interactive Behaviors Using Artificial Community and Computational Experiments[J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,2017,47(6):995-1006.
APA Wang, Xiao,Zheng, Xinhu,Zhang, Xinzhan,Zeng, Ke,&Wang, Fei-Yue.(2017).Analysis of Cyber Interactive Behaviors Using Artificial Community and Computational Experiments.IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,47(6),995-1006.
MLA Wang, Xiao,et al."Analysis of Cyber Interactive Behaviors Using Artificial Community and Computational Experiments".IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS 47.6(2017):995-1006.
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