Leader-Follower Opinion Dynamics of Signed Social Networks With Asynchronous Trust/Distrust Level Evolution

被引:24
作者
Shi, Lei [1 ,2 ]
Cheng, Yuhua [1 ]
Shao, Jinliang [1 ,2 ]
Wang, Xiaofan [3 ]
Sheng, Hanmin [1 ,2 ]
机构
[1] Univ Elect Sci & Technol China, Sch Automat Engn, Chengdu 611731, Peoples R China
[2] Shenzhen Inst Artificial Intelligence & Robot Soc, Res Ctr Crowd Spectrum Intelligence, Shenzhen 518054, Peoples R China
[3] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200444, Peoples R China
来源
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING | 2022年 / 9卷 / 02期
基金
中国博士后科学基金; 国家重点研发计划; 中国国家自然科学基金;
关键词
Social networking (online); Psychology; Blogs; Robots; Leadership; Automation; Analytical models; Opinion dynamics; signed social networks; opinion leaders; asynchronous interactions; MULTIAGENT SYSTEMS; BOUNDED CONFIDENCE; INFINITE PRODUCTS; CONSENSUS;
D O I
10.1109/TNSE.2021.3122446
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Trust and distrust are common in the opinion interactions among agents in signed social networks. To explain the gradual evolution of the trust/distrust level between agents due to opinion difference, this paper proposes a new opinion dynamic model with asynchronous evolution of edge weights. In the model, the trust/distrust level between agents is portrayed as a nonlinear weight function of their opinion difference, and each agent only interacts with the neighbors at the times determined by its own will. In the presence of a stubborn leader with a firm stand, a comprehensive theoretical analysis for opinion consensus and opinion polarization is performed by using the related properties of sub-stochastic and super-stochastic matrices. Moreover, the opinion dynamics over an arbitrary underlying network with multiple non-stubborn leaders is further explored. Finally, some numerical simulations are provided to illustrate the theoretical results.
引用
收藏
页码:495 / 509
页数:15
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