A comparison of genetic programming and look-up table learning for the game of spoof

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@InProceedings{Wittkamp:2007:CISDA,
  author =       "Mark Wittkamp and Luigi Barone and Lyndon While",
  title =        "A comparison of genetic programming and look-up table
                 learning for the game of spoof",
  booktitle =    "IEEE Symposium on computational Intelligence in
                 Security and Defense Applications",
  year =         "2007",
  pages =        "63--71",
  address =      "Honolulu",
  month =        apr # " 1-5",
  publisher =    "IEEE Press",
  keywords =     "genetic algorithms, genetic programming",
  ISBN =         "1-4244-0709-5",
  DOI =          "doi:10.1109/CIG.2007.368080",
  abstract =     "Many games require opponent modelling for optimal
                 performance. The implicit learning and adaptive nature
                 of evolutionary computation techniques offer a natural
                 way to develop and explore models of an opponent's
                 strategy without significant overhead. In this paper,
                 we compare two learning techniques for strategy
                 development in the game of Spoof, a simple guessing
                 game of imperfect information. We compare a genetic
                 programming approach with a look-up table based
                 approach, contrasting the performance of each in
                 different scenarios of the game. Results show both
                 approaches have their advantages, but that the genetic
                 programming approach achieves better performance in
                 scenarios with little public information. We also trial
                 both approaches against opponents who vary their
                 strategy; results showing that the genetic programming
                 approach is better able to respond to strategy changes
                 than the look-up table based approach",
  notes =        "http://www.cidefense.org/",
}

Genetic Programming entries for Mark Wittkamp Luigi Barone Lyndon While

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