Controllability of population characteristics of IPD game players based on the spatial structure

Masahiro Ono, Mitsuru Ishizuka

研究成果: Conference contribution

抄録

In this paper, we deal with the influence of the spatial structure, which limits the communication of agents, on the characteristics of individual agents. We investigate the population characteristics and the behavior of the agents playing iterated prisoner's dilemma (IPD) games on the spatial structure. We first propose a new agent model that plays the IPD game, which contains the gene of the coded parameters of reinforcement learning. The agents evolve and learn while playing the games. Second, we report an empirical study. In our simulation, we observe that the spatial structure affects learning and evolution. Learning is generally not conducive to the mutual cooperation between agents, except in some special conditions. Then, we try to control the population characteristics. We find that they are controllable to some extent when we fix the strategies of several agents.

本文言語English
ホスト出版物のタイトルAAAI Fall Symposium - Technical Report
ページ119-126
ページ数8
FS-06-05
出版ステータスPublished - 2006
外部発表はい
イベント2006 AAAI Fall Symposium - Arlington, VA
継続期間: 2006 10 132006 10 15

Other

Other2006 AAAI Fall Symposium
CityArlington, VA
Period06/10/1306/10/15

ASJC Scopus subject areas

  • 工学(全般)

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