Statistical Distribution of Generation-to-Success in GP: Application to Model Accumulated Success Probability

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{barrero:2011:EuroGP,
  author =       "David F. Barrero and Bonifacio Casta\~no and 
                 Maria D. R-Moreno and David Camacho",
  title =        "Statistical Distribution of Generation-to-Success in
                 GP: Application to Model Accumulated Success
                 Probability",
  booktitle =    "Proceedings of the 14th European Conference on Genetic
                 Programming, EuroGP 2011",
  year =         "2011",
  month =        "27-29 " # apr,
  editor =       "Sara Silva and James A. Foster and Miguel Nicolau and 
                 Mario Giacobini and Penousal Machado",
  series =       "LNCS",
  volume =       "6621",
  publisher =    "Springer Verlag",
  address =      "Turin, Italy",
  pages =        "154--165",
  organisation = "EvoStar",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-3-642-20406-7",
  DOI =          "doi:10.1007/978-3-642-20407-4_14",
  abstract =     "Many different metrics have been defined in Genetic
                 Programming. Depending on the experiment requirements
                 and objectives, a collection of measures are selected
                 in order to achieve an understanding of the algorithm
                 behaviour. One of the most common metrics is the
                 accumulated success probability, which evaluates the
                 probability of an algorithm to achieve a solution in a
                 certain generation. We propose a model of accumulated
                 success probability composed by two parts, a binomial
                 distribution that models the total number of success,
                 and a lognormal approximation to the
                 generation-to-success, that models the variation of the
                 success probability with the generation.",
  notes =        "Part of \cite{Silva:2011:GP} EuroGP'2011 held in
                 conjunction with EvoCOP2011 EvoBIO2011 and
                 EvoApplications2011",
}

Genetic Programming entries for David F Barrero Bonifacio Castano Ma Dolores Rodriguez Moreno David Camacho

Citations