DocumentCode
2461931
Title
Effects of Spatial Structures on Evolution of Iterated Prisoner´s Dilemma Game Strategies in Single-Dimensional and Two-Dimensional Grids
Author
Ishibuchi, H. ; Namikawa, N. ; Ohara, K.
Author_Institution
Osaka Prefecture Univ., Osaka
fYear
2006
fDate
16-21 July 2006
Firstpage
976
Lastpage
983
Abstract
We examine the effect of spatial structures on the evolution of iterated prisoner´s dilemma (IPD) game strategies through computational experiments in single-dimensional and two-dimensional grid-worlds. Our computational experiments have two characteristic features. One is the use of a random pairing scheme in the IPD game where each player plays against a different randomly chosen opponent at every round of the dilemma game. The random pairing scheme makes it very difficult for players to evolve cooperative behavior. The other characteristic feature is the use of two neighborhood structures, which follows the concept of structured demes. One is for the interaction among players through the IPD game. A player in each cell in a grid-world plays against its neighbors defined by this neighborhood structure. The other is for the mating of strategies by genetic operations. A new strategy for a player is generated by genetic operations from a pair of parent strings, which are selected from its neighbors defined by the second neighborhood structure. It is shown that cooperative behavior is evolved only when the interaction neighborhood is very small and the mating neighborhood is small.
Keywords
game theory; genetic algorithms; iterative methods; random processes; cooperative behavior; genetic operations; iterated prisoner dilemma game strategies; mating strategies; neighborhood structures; random pairing scheme; Automata; Computer science; Genetic mutations; Grid computing; Intelligent systems; Stochastic processes; Student members;
fLanguage
English
Publisher
ieee
Conference_Titel
Evolutionary Computation, 2006. CEC 2006. IEEE Congress on
Conference_Location
Vancouver, BC
Print_ISBN
0-7803-9487-9
Type
conf
DOI
10.1109/CEC.2006.1688416
Filename
1688416
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