Knowledge Commons of Institute of Automation,CAS
Analysis of Cyber Interactive Behaviors Using Artificial Community and Computational Experiments | |
Wang, Xiao1,2; Zheng, Xinhu3; Zhang, Xinzhan4; Zeng, Ke1; Wang, Fei-Yue1,2 | |
发表期刊 | IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS |
2017-06-01 | |
卷号 | 47期号:6页码:995-1006 |
文章类型 | Article |
摘要 | An 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. |
关键词 | Artificial Community Computational Experiments Cyber Interactive Behavior Message Publishing Mechanisms Multiagent-based Modeling (Mam) |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1109/TSMC.2016.2615130 |
关键词[WOS] | SOCIAL NETWORKS ; MULTIAGENT PERSPECTIVE ; DYNAMICS ; DIFFUSION |
收录类别 | SCI |
语种 | 英语 |
项目资助者 | Key Projects of the National Natural Science Foundation of China (NNSFC)(71232006 ; General Program of NNSFC(71472174) ; 61233001 ; 61533019) |
WOS研究方向 | Automation & Control Systems ; Computer Science |
WOS类目 | Automation & Control Systems ; Computer Science, Cybernetics |
WOS记录号 | WOS:000401949500010 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/15127 |
专题 | 多模态人工智能系统全国重点实验室_平行智能技术与系统团队 |
作者单位 | 1.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 |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 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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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Analysis of Cyber In(2130KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 |
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