KMS Of Academy of mathematics and systems sciences, CAS
Noise-based synchronization of bounded confidence opinion dynamics in heterogeneous time-varying communication networks | |
Su, Wei1,2; Wang, Xueqiao3; Chen, Ge4,5; Yu, Yongguang6; Hadzibeganovic, Tarik7 | |
2020-08-01 | |
发表期刊 | INFORMATION SCIENCES |
ISSN | 0020-0255 |
卷号 | 528页码:219-230 |
摘要 | A fundamental question that arises in the analysis of the noise-based synchronization of opinion dynamics with bounded confidence (BC) is what opinion structures can be synchronized by noise. In the standard Hegselmann-Krause (HK) model, each agent examines the opinion values of all other agents and then selects neighbors who are appropriate for opinion updating in accordance with the BC scheme. In reality, however, people are more likely to exchange opinions with only a limited set of individuals, resulting in a predetermined local communication network as postulated in the DeGroot model. In this paper, we develop a new model of opinion formation that endows the heterogeneous HK dynamics with a time-varying communication topology, and we investigate its noise-induced synchronization both mathematically and numerically. We show that opinion dynamics in this model are noise-synchronizable if and only if the switching communication graph is uniformly jointly connected. Our rigorous mathematical analysis and simulation experiments demonstrate that connected discourse topology in combination with fair amounts of noise can lead to a quasi-consensus that is inducible from any initial state or any underlying system size. Our findings have profound implications for the design of future strategies of social control and global opinion optimization. (C) 2020 Elsevier Inc. All rights reserved. |
关键词 | Opinion dynamics Bounded confidence Noise-induced synchronization Heterogeneous networks Communication topology Social learning |
DOI | 10.1016/j.ins.2020.04.018 |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Key Research and Development Program of Ministry of Science and Technology of China[2018AAA0101002] ; National Natural Science Foundation of China[61803024] ; National Natural Science Foundation of China[61772063] ; National Natural Science Foundation of China[11688101] ; General Project of Scientific Research Project of the Beijing Education Committee[KM201811417002] ; Foundation of Beijing Union University[BPHR2019DZ08] |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Information Systems |
WOS记录号 | WOS:000532827200013 |
出版者 | ELSEVIER SCIENCE INC |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/51470 |
专题 | 中国科学院数学与系统科学研究院 |
通讯作者 | Wang, Xueqiao |
作者单位 | 1.Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China 2.Minist Educ, Key Lab Knowledge Automat Ind Proc, Beijing 100083, Peoples R China 3.Beijing Union Univ, Beijing Key Lab Informat Serv Engn, Beijing 100101, Peoples R China 4.Chinese Acad Sci, Acad Math & Syst Sci, Natl Ctr Math & Interdisciplinary Sci, Beijing 100190, Peoples R China 5.Chinese Acad Sci, Acad Math & Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China 6.Beijing Jiaotong Univ, Sch Sci, Beijing 100044, Peoples R China 7.Karl Franzens Univ Graz, Fac Nat Sci, Dept Psychol, A-8010 Graz, Austria |
推荐引用方式 GB/T 7714 | Su, Wei,Wang, Xueqiao,Chen, Ge,et al. Noise-based synchronization of bounded confidence opinion dynamics in heterogeneous time-varying communication networks[J]. INFORMATION SCIENCES,2020,528:219-230. |
APA | Su, Wei,Wang, Xueqiao,Chen, Ge,Yu, Yongguang,&Hadzibeganovic, Tarik.(2020).Noise-based synchronization of bounded confidence opinion dynamics in heterogeneous time-varying communication networks.INFORMATION SCIENCES,528,219-230. |
MLA | Su, Wei,et al."Noise-based synchronization of bounded confidence opinion dynamics in heterogeneous time-varying communication networks".INFORMATION SCIENCES 528(2020):219-230. |
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