KMS Of Academy of mathematics and systems sciences, CAS
Structural balance and interpersonal appraisals dynamics: Beyond all-to-all and two-faction networks | |
Mei, Wenjun1,4; Chen, Ge2; Friedkin, Noah E.3; Doerfler, Florian4 | |
2022-06-01 | |
发表期刊 | AUTOMATICA |
ISSN | 0005-1098 |
卷号 | 140页码:11 |
摘要 | Structural balance theory characterizes stable configurations of signed interpersonal appraisal networks. Existing models explaining the convergence of appraisal networks to structural balance either diverge in finite time, or could get stuck in jammed states, or converge to only complete graphs. In this paper, we study the open problem of how non-complete appraisal networks converge to structural balance while their graph topologies remain unchanged. Firstly, we present two established definitions of structural balance: the local balance and the global balance, which are equivalent in complete graphs but not in graphs with arbitrary topologies. The notion of local balance is characterized as "Friends' friends are not enemies; Friends' enemies are not friends; Enemies' friends are not friends; Enemies' enemies are not enemies. ", which is a straightforward generalization of the famous Heider's axioms in structural balance theory. On the other hand, the global balance, widely adopted in the modeling of opinion dynamics, means that the appraisal network can be divided into two antagonistic factions. We propose two mechanisms: the symmetry-influence-homophily (SIH) dynamics and the symmetry-influence-opinion-homophily (SIOH) dynamics, in which the appraisal networks almost surely achieve the local balance (for certain initial conditions) and the global balance (for any initial condition) in finite time respectively. Along these dynamics, the connection patterns of the appraisal networks remain unchanged and thereby avoid evolving into complete graphs. Furthermore, we provide certain graph-theoretical conditions on which the local balance is equivalent to the global balance. In addition, numerical studies of our dynamics indicate some insightful take-home messages, e.g., whether multilateral relations reduce or exacerbate conflicts. (C)& nbsp;2022 Elsevier Ltd. All rights reserved. |
关键词 | Structural balance Signed social networks Co-evolutionary dynamics Influence process Homophily |
DOI | 10.1016/j.automatica.2022.110239 |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[72131001] ; National Natural Science Foundation of China[72192800] ; National Natural Science Foundation of China[12071465] ; National Natural Science Foundation of China[11688101] ; ETH Zurich funding, Switzerland ; Strategic Priority Research Program of Chinese Academy of Sciences[XDA27000000] |
WOS研究方向 | Automation & Control Systems ; Engineering |
WOS类目 | Automation & Control Systems ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000792908900015 |
出版者 | PERGAMON-ELSEVIER SCIENCE LTD |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/61331 |
专题 | 中国科学院数学与系统科学研究院 |
通讯作者 | Chen, Ge |
作者单位 | 1.Peking Univ, Dept Mech & Engn Sci, Beijing, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China 3.Univ Calif Santa Barbara, Dept Sociol, Santa Barbara, CA 93106 USA 4.Swiss Fed Inst Technol, Automat Control Lab, Zurich, Switzerland |
推荐引用方式 GB/T 7714 |
Mei, Wenjun,Chen, Ge,Friedkin, Noah E.,et al. Structural balance and interpersonal appraisals dynamics: Beyond all-to-all and two-faction networks [J]. AUTOMATICA,2022,140:11. |
APA |
Mei, Wenjun,Chen, Ge,Friedkin, Noah E.,&Doerfler, Florian.(2022). Structural balance and interpersonal appraisals dynamics: Beyond all-to-all and two-faction networks .AUTOMATICA,140,11. |
MLA |
Mei, Wenjun,et al." Structural balance and interpersonal appraisals dynamics: Beyond all-to-all and two-faction networks ".AUTOMATICA 140(2022):11. |
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