Variable Size Genetic Network Programming

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@Article{Katagiri:2003:IEEJteis,
  author =       "Hironobu Katagiri and Kotaro Hirasawa and 
                 Jinglu Hu and Junichi Murata",
  title =        "Variable Size Genetic Network Programming",
  journal =      "IEEJ Transactions on Electronics, Information and
                 Systems",
  year =         "2003",
  volume =       "123",
  number =       "1",
  pages =        "57--66",
  keywords =     "genetic algorithms, genetic programming, Genetic
                 Programming, Genetic Network Programming, Evolutionary
                 Computation, arbitrary directed graph, planning, the
                 tileworld",
  publisher =    "Institute of Electrical Engineers of Japan",
  ISSN =         "0385-4221",
  URL =          "https://www.jstage.jst.go.jp/article/ieejeiss/123/1/123_1_57/_pdf",
  DOI =          "doi:10.1541/ieejeiss.123.57",
  size =         "10 pages",
  abstract =     "Genetic Network Programming (GNP) is a kind of
                 evolutionary methods, which evolves arbitrary directed
                 graph programs. Previously, the program size of GNP was
                 fixed. In the paper, a new method is proposed, where
                 the program size is adaptively changed depending on the
                 frequency of the use of nodes. To control and to decide
                 a program size are important and difficult problems in
                 Evolutionary Computation, especially, a well-known
                 crossover operator tends to cause bloat. We introduce
                 two additional operators, add operator and delete
                 operator, that can change the number of each kind of
                 nodes based on whether a node function is important in
                 the environment or not. Simulation results shows that
                 the proposed method brings about extremely better
                 results compared with ordinary fixed size GNP.",
  notes =        "In Japanese. Special Issue Paper",
}

Genetic Programming entries for Hironobu Katagiri Kotaro Hirasawa Jinglu Hu Junichi Murata

Citations