Genetic Network Programming with Rules

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@InProceedings{Ye:2008:cec,
  author =       "Fengming Ye and Shigo Mabu and Kaoru Shimada and 
                 Kotaro Hirasawa",
  title =        "Genetic Network Programming with Rules",
  booktitle =    "2008 IEEE World Congress on Computational
                 Intelligence",
  year =         "2008",
  editor =       "Jun Wang",
  pages =        "413--418",
  address =      "Hong Kong",
  month =        "1-6 " # jun,
  organization = "IEEE Computational Intelligence Society",
  publisher =    "IEEE Press",
  isbn13 =       "978-1-4244-1823-7",
  file =         "EC0116.pdf",
  DOI =          "doi:10.1109/CEC.2008.4630830",
  abstract =     "Genetic Network Programming (GNP) is an evolutionary
                 approach which can evolve itself and find the optimal
                 solutions. As many papers have demonstrated that GNP
                 which has a directed graph structure can deal with
                 dynamic environments very efficiently and effectively.
                 It can be used in many areas such as data mining,
                 forecasting stock markets, elevator system problems,
                 etc. In order to improve GNP's performance further,
                 this paper proposes a method called GNP with Rules. The
                 aim of the proposal method is to balance exploitation
                 and exploration, that is, to strengthen exploitation
                 ability by using the exploited information extensively
                 during the evolution process of GNP. The proposal
                 method consists of 4 steps: rule extraction, rule
                 selection, individual reconstruction and individual
                 replacement. Tile-world was used as a simulation
                 environment. The simulation results show some
                 advantages of GNP with Rules over conventional GNPs.",
  keywords =     "genetic algorithms, genetic programming",
  notes =        "WCCI 2008 - A joint meeting of the IEEE, the INNS, the
                 EPS and the IET.",
}

Genetic Programming entries for Fengming Ye Shingo Mabu Kaoru Shimada Kotaro Hirasawa

Citations