• DocumentCode
    1661592
  • Title

    Why not multiple solutions: agent-based social interaction analysis via inverse simulation

  • Author

    Kurahashi, S. ; Minami, U. ; Terano, T.

  • Author_Institution
    Graduate Sch. of Syst. Manage., Tsukuba Univ., Ibaraki, Japan
  • Volume
    2
  • fYear
    1999
  • fDate
    6/21/1905 12:00:00 AM
  • Firstpage
    522
  • Abstract
    This paper proposes a new method: inverse simulation for analyzing emergent behaviors of agents in artificial societies, which aims at modeling social interactions in electronic mediated communication. Unlike conventional computational society models, inverse simulation executes simulation steps in the reverse order: set a macro-level objective function, evolve the worlds to fit to the objectives, then observe the micro-level agent characteristics. Genetic algorithms with tabu search attain this. The proposed method is able to optimize multi-modal functions. This means that, from the same initial conditions and the same objective function, we can evolve different results, which we often observe in real world phenomena
  • Keywords
    digital simulation; genetic algorithms; search problems; social aspects of automation; software agents; agent-based social interaction analysis; artificial societies; computational society models; electronic mediated communication; emergent agent behavior; genetic algorithms; inverse simulation; macro-level objective function; micro-level agent characteristics; multi-modal function optimisation; multiple solutions; tabu search; Analytical models; Animation; Computational modeling; Decision making; Distributed information systems; Genetic algorithms; Insects; Internet; Inverse problems; Optimization methods;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 1999. IEEE SMC '99 Conference Proceedings. 1999 IEEE International Conference on
  • Conference_Location
    Tokyo
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-5731-0
  • Type

    conf

  • DOI
    10.1109/ICSMC.1999.825315
  • Filename
    825315