Genetic Network Programming with General Individual Reconstruction

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  author =       "Fengming Ye and Shingo Mabuand Lutao Wang and 
                 Kotaro Hirasawa",
  title =        "Genetic Network Programming with General Individual
  booktitle =    "ICCAS-SICE, 2009",
  year =         "2009",
  month =        "18-21 " # aug,
  address =      "Fukuoka",
  pages =        "3474--3479",
  publisher =    "IEEE",
  isbn13 =       "978-4-9077-6433-3",
  URL =          "",
  abstract =     "Genetic network programming (GNP) which has been
                 developed for dealing with problems in dynamic
                 environments is a newly proposed evolutionary approach
                 with the data structure of directed graphs. GNP has
                 been used in many different areas such as data mining,
                 extracting trading rules of stock markets, elevator
                 supervised control systems, etc and has obtained some
                 outstanding results. Focusing on GNP's distinguishing
                 expression ability of the graph structure, this paper
                 proposes a method named genetic network programming
                 with general individual reconstruction (GNP with GIR)
                 which reconstructs the gene of randomly selected
                 individuals and then undergoes the special genetic
                 operations by using the transition information of
                 better individuals. The unique individual
                 reconstruction and genetic operations make individuals
                 not only learn the experiences of better individuals
                 but also strengthen exploration and exploration
                 ability. GNP with GIR will be applied to the tile-world
                 which is an excellent benchmark for evaluating the
                 proposed architecture. The performances of GNP with GIR
                 will be compared with conventional GNP demonstrating
                 its superiority.",
  keywords =     "genetic algorithms, genetic programming, genetic
                 network programming, data mining, data structure,
                 directed graphs, elevator supervised control systems,
                 evolutionary approach, general individual
                 reconstruction, stock markets, transition information,
                 data structures, directed graphs",
  notes =        "Also known as \cite{5335121}",

Genetic Programming entries for Fengming Ye Shingo Mabuand Lutao Wang Kotaro Hirasawa