Cooperation in the evolutionary iterated prisoner's dilemma game with risk attitude adaptation

被引:16
|
作者
Zeng, Weijun [1 ,2 ]
Li, Minqiang [1 ]
Chen, Fuzan [1 ]
机构
[1] Tianjin Univ, Coll Management & Econ, Tianjin 300072, Peoples R China
[2] Hainan Univ, Sch Econ & Management, Haikou 570228, Peoples R China
基金
美国国家科学基金会;
关键词
Evolutionary iterated prisoner's dilemma game; Risk attitude; Historical comparison; Social comparison; Agent-based simulation; EVOLVING SOCIAL NETWORKS; REFERENCE POINTS; PROSPECT-THEORY; STRATEGIC RISK; PUBLIC-GOODS; BEHAVIOR; CONSEQUENCES; PERFORMANCE; RECIPROCITY; EMERGENCE;
D O I
10.1016/j.asoc.2016.03.025
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Iterated Prisoner's Dilemma (IPD) game has been commonly used to investigate the cooperation among competitors. However, most previous studies on the IPD focused solely on maximizing players' average payoffs without considering their risk preferences. By introducing the concept of income stream risk into the IPD game, this paper presents a novel evolutionary IPD model with agents seeking to balance between average payoffs and risks with respect to their own risk attitudes. We build a new IPD model of multiple agents, in which agents interact with one another in the pair-wise IPD game while adapting their risk attitudes according to their received payoffs. Agents become more risk averse after their payoffs exceed their aspirations, or become more risk seeking after their payoffs fall short of their aspirations. The aspiration levels of agents are determined based on their historical self-payoff information or the payoff information of the agent population. Simulations are conducted to investigate the emergence of cooperation under these two comparison methods. Results indicate that agents can sustain a highly cooperative equilibrium when they consider only their own historical payoffs as aspirations (called historical comparison) in adjusting their risk attitudes. This holds true even for the IPD with a short game encounter, for which cooperation was previously demonstrated difficult. However, when agents evaluate their payoffs in comparison with the population average payoff (called social comparison), those agents with payoffs below the population average tend to be dissatisfied with the game outcomes. This dissatisfaction will induce more risk-seeking behavior of agents in the IPD game, which will constitute a strong deterrent to the emergence of mutual cooperation in the population. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:238 / 254
页数:17
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