Incorporating risk attitude and reputation into infinitely repeated games and an analysis on the iterated Prisoner's Dilemma

被引:4
|
作者
Lam, Ka-man [1 ]
Leung, Ho-fung [1 ]
机构
[1] Chinese Univ Hong Kong, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China
来源
19TH IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, VOL I, PROCEEDINGS | 2007年
关键词
D O I
10.1109/ICTAI.2007.61
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many real life situations can be modeled as Prisoner's Dilemma. There are various strategies in the literature. However, few of which match the design objectives of an intelligent agent - being reactive and pro-active. In this paper, we incorporate risk attitude and reputation into infinitely repeated games. In this way, we find that the original game matrix can be transformed to a new matrix, which has a kind of cooperative equilibrium. We use the proposed concepts to analyze the Iterated Prisoner's Dilemma. Simulation also shows that agents, which consider risk attitude and reputation in the decision-making process, have improved performance and are reactive as well as pro-active.
引用
收藏
页码:60 / 67
页数:8
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