A Dynamic Programming Approach to Individual Initialization in Genetic Programming

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@InProceedings{Kren:2015:ieeeSMC,
  author =       "Tomas Kren and Roman Neruda",
  booktitle =    "2015 IEEE International Conference on Systems, Man,
                 and Cybernetics (SMC)",
  title =        "A Dynamic Programming Approach to Individual
                 Initialization in Genetic Programming",
  year =         "2015",
  pages =        "1752--1757",
  keywords =     "genetic algorithms, genetic programming,
                 initialization, Dynamic programming",
  DOI =          "doi:10.1109/SMC.2015.307",
  month =        oct,
  size =         "6 pages",
  abstract =     "In this paper we present a new initialization method
                 for genetic programming based on randomized exhaustive
                 enumeration. It naturally enables complete sharing of
                 sub trees among individuals which in turn allows an
                 efficient reuse of computations. Moreover, it can be
                 implemented as a random one pass initialization. We
                 present experimental results on different instances of
                 simple symbolic regression exploring the landscape of
                 possible initializations based on our approach and
                 confirming the usability of these initializations.",
  notes =        "Fac. of Math. & Phys., Charles Univ. in Prague,
                 Prague, Czech Republic

                 Also known as \cite{7379439}",
}

Genetic Programming entries for Tomas Kren Roman Neruda

Citations