Semantic Crossover based on the Partial Derivative Error

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{graff:2014:EuroGP,
  author =       "Mario Graff and Ariel Graff-Guerrero and 
                 Jaime Cerda-Jacobo",
  title =        "Semantic Crossover based on the Partial Derivative
                 Error",
  booktitle =    "17th European Conference on Genetic Programming",
  year =         "2014",
  editor =       "Miguel Nicolau and Krzysztof Krawiec and 
                 Malcolm I. Heywood and Mauro Castelli and Pablo Garcia-Sanchez and 
                 Juan J. Merelo and Victor M. {Rivas Santos} and 
                 Kevin Sim",
  series =       "LNCS",
  volume =       "8599",
  publisher =    "Springer",
  pages =        "37--47",
  address =      "Granada, Spain",
  month =        "23-25 " # apr,
  organisation = "EvoStar",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-3-662-44302-6",
  DOI =          "doi:10.1007/978-3-662-44303-3_4",
  abstract =     "There is great interest for the development of
                 semantic genetic operators to improve the performance
                 of genetic programming. Semantic genetic operators have
                 traditionally been developed employing experimentally
                 or theoretically-based approaches. Our current work
                 proposes a novel semantic crossover developed amid the
                 two traditional approaches. Our proposed semantic
                 crossover operator is based on the use of the
                 derivative of the error propagated through the tree.
                 This process decides the crossing point of the second
                 parent. The results show that our procedure improves
                 the performance of genetic programming on rational
                 symbolic regression problems.",
  notes =        "Part of \cite{Nicolau:2014:GP} EuroGP'2014 held in
                 conjunction with EvoCOP2014, EvoBIO2014, EvoMusArt2014
                 and EvoApplications2014",
}

Genetic Programming entries for Mario Graff Guerrero Ariel Graff-Guerrero Jamie Cerda

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