• 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