Dynamic social networks facilitate cooperation in the N-player Prisoner's Dilemma

被引:23
|
作者
Rezaei, Golriz [1 ]
Kirley, Michael [1 ]
机构
[1] Univ Melbourne, Dept Comp & Informat Syst, Parkville, Vic 3010, Australia
关键词
Evolution of cooperation; N-player Prisoner's Dilemma; Social network; Endogenous network; EVOLVING COOPERATION; EVOLUTION; REPUTATION; TRUST; COORDINATION; RECIPROCITY; RULES;
D O I
10.1016/j.physa.2012.06.071
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Understanding how cooperative behaviour evolves in network communities, where the individual members interact via social dilemma games, is an on-going challenge. In this paper, we introduce a social network based model to investigate the evolution of cooperation in the N-player Prisoner's Dilemma game. As such, this work complements previous studies focused on multi-player social dilemma games and endogenous networks. Agents in our model, employ different game-playing strategies reflecting varying cognitive capacities. When an agent plays cooperatively, a social link is formed with each of the other N - 1 group members. Subsequent cooperative actions reinforce this link. However, when an agent defects, the links in the social network are broken. Computational simulations across a range of parameter settings are used to examine different scenarios: varying population and group sizes; the group formation process (or partner selection); and agent decision-making strategies under varying dilemma constraints (cost-to-benefit ratios), including a "discriminator" strategy where the action is based on a function of the weighted links within an agent's social network. The simulation results show that the proposed social network model is able to evolve and maintain cooperation. As expected, as the value of N increases the equilibrium proportion of cooperators in the population decreases. In addition, this outcome is dependent on the dilemma constraint (cost-to-benefit ratio). However. in some circumstances the dynamic social network plays an increasingly important role in promoting and sustaining cooperation, especially when the agents adopt the discriminator strategy. The adjustment of social links results in the formation of communities of "like-minded" agents. Subsequently, this local optimal behaviour promotes the evolution of cooperative behaviour at the system level. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:6199 / 6211
页数:13
相关论文
共 50 条
  • [1] Evolving Cooperation in the N-player Prisoner's Dilemma: A Social Network Model
    Rezaei, Golriz
    Kirley, Michael
    Pfau, Jens
    ARTIFICIAL LIFE: BORROWING FROM BIOLOGY, PROCEEDINGS, 2009, 5865 : 43 - 52
  • [2] Emotions and Their Effect on Cooperation Levels in N-Player Social Dilemma Games
    Greenwood, Garrison W.
    ARTIFICIAL LIFE AND COMPUTATIONAL INTELLIGENCE, 2015, 8955 : 88 - 99
  • [3] Evolution of cooperation and trust in an N-player social dilemma game with tags for migration decisions
    Dhakal, Sandeep
    Chiong, Raymond
    Chica, Manuel
    Han, The Anh
    ROYAL SOCIETY OPEN SCIENCE, 2022, 9 (05):
  • [4] Adaptive Automata-based Model for Iterated n-Player's Prisoner's Dilemma
    Almanasra, Sally
    Suwais, Khaled
    Rafie, Muhammad
    INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2016, 13 (01) : 85 - 92
  • [5] Costly signals can facilitate cooperation and punishment in the prisoner?s dilemma
    Guan, Kaixuan
    Chen, Yuyou
    Zheng, Wanjun
    Zeng, Lulu
    Ye, Hang
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2022, 605
  • [6] EMERGING COOPERATION IN N-PERSON ITERATED PRISONER'S DILEMMA OVER DYNAMIC COMPLEX NETWORKS
    Fernandez-Domingos, Elias
    Loureiro, Miguel
    Alvarez-Lopez, Tamara
    Burguillo, Juan C.
    Covelo, Jose
    Peleteiro, Ana
    Byrski, Aleksander
    COMPUTING AND INFORMATICS, 2017, 36 (03) : 493 - 516
  • [7] Evolution of Cooperation in N-player Social Dilemmas: The Importance of being Mobile
    Gibbons, Maud D.
    O'Riordan, Colm
    Griffith, Josephine
    PROCEEDINGS OF THE 8TH INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL INTELLIGENCE, VOL 1: ECTA, 2016, : 78 - 85
  • [8] Evolution of cooperation in an n-player game with opting out
    Kurokawa, Shun
    BEHAVIOURAL PROCESSES, 2022, 203
  • [9] Extortion and cooperation in the Prisoner's Dilemma
    Stewart, Alexander J.
    Plotkin, Joshua B.
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (26) : 10134 - 10135
  • [10] Selection of opponents in the prisoner's dilemma in dynamic networks An experimental approach
    Yonenoh, Hiroto
    Akiyama, Eizo
    JOURNAL OF THEORETICAL BIOLOGY, 2014, 351 : 25 - 36