Adaptive Reputation Promotes Trust in Social Networks

被引:53
|
作者
Hu, Zhengyang [1 ,2 ]
Li, Xiaopeng [1 ,2 ]
Wang, Juan [3 ]
Xia, Chengyi [1 ,2 ]
Wang, Zhen [4 ,5 ]
Perc, Matjaz [6 ,7 ,8 ,9 ]
机构
[1] Tianjin Univ Technol, Tianjin Key Lab Intelligence Comp & Novel Softwar, Tianjin 300384, Peoples R China
[2] Tianjin Univ Technol, Minist Educ, Key Lab Comp Vis & Syst, Tianjin 300384, Peoples R China
[3] Tianjin Univ Technol, Sch Elect & Elect Engn, Tianjin 300384, Peoples R China
[4] Northwestern Polytech Univ, Sch Mech Engn, Xian 710072, Peoples R China
[5] Northwestern Polytech Univ, Ctr OPT IMagery Anal & Learning OPTIMAL, Xian 710072, Peoples R China
[6] Univ Maribor, Fac Nat Sci & Math, Maribor 2000, Slovenia
[7] China Med Univ, China Med Univ Hosp, Dept Med Res, Taichung, Taiwan
[8] Alma Mater Europaea ECM, Maribor 2000, Slovenia
[9] Complex Sci Hub Vienna, A-1080 Vienna, Austria
来源
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING | 2021年 / 8卷 / 04期
基金
中国国家自然科学基金;
关键词
Game theory; Social networking (online); Statistics; Trust management; Adaptive systems; Investment; Economics; Evolutionary computation; Evolutionary game theory; networked population; trust game; adaptive reputation; PUBLIC-GOODS GAME; INDIRECT RECIPROCITY; COOPERATION; EVOLUTION; DYNAMICS;
D O I
10.1109/TNSE.2021.3103771
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Trust has played a pivotal role in the evolution of modern human societies, and it continues to be an essential underpinning of our social interactions. It is therefore important that we develop rigorous mathematical foundations that will enable us to better understand what promotes and what erodes trust and how to best preserve trustworthiness. To that effect we here propose a trust game, wherein investors, trustworthy trustees, and untrustworthy trustees compete for assets subject to a third-party evaluation system that oversees and modifies each individual reputation. We use Monte Carlo simulations on social networks to determine critical values of the degree of rationality and the reputation threshold that warrant high levels of trust and social wealth. We show that if investors have access to the reputation scores of trustees, the fraction of untrustworthy trustees drops if only the degree of rationality is sufficiently large, and this irrespective of the reputation threshold that determines the cutoff for untrustworthiness. But even though investors are allowed irrational investments, trust can still proliferate if the reputation threshold is sufficiently high. Our results thus formalize essential mechanisms of trust in social networks, which also outline policies to diminish untrustworthiness that can be employed in real life.
引用
收藏
页码:3087 / 3098
页数:12
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