An Ecological Approach to Measuring Locality in Linear Genotype to Phenotype Maps

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

@InProceedings{seaton:2012:EuroGP,
  author =       "Tom Seaton and Julian F. Miller and Tim Clarke",
  title =        "An Ecological Approach to Measuring Locality in Linear
                 Genotype to Phenotype Maps",
  booktitle =    "Proceedings of the 15th European Conference on Genetic
                 Programming, EuroGP 2012",
  year =         "2012",
  month =        "11-13 " # apr,
  editor =       "Alberto Moraglio and Sara Silva and 
                 Krzysztof Krawiec and Penousal Machado and Carlos Cotta",
  series =       "LNCS",
  volume =       "7244",
  publisher =    "Springer Verlag",
  address =      "Malaga, Spain",
  pages =        "170--181",
  organisation = "EvoStar",
  isbn13 =       "978-3-642-29138-8",
  DOI =          "doi:10.1007/978-3-642-29139-5_15",
  keywords =     "genetic algorithms, genetic programming, cartesian
                 genetic programming, Locality",
  abstract =     "Recent research has considered the role of locality in
                 GP representations. We use a modified statistical
                 technique drawn from numerical ecology, the Mantel
                 test, to measure the locality of integer-encoded GP.
                 Weak locality is identified in a case study on
                 Cartesian Genetic Programming (CGP), a directed acyclic
                 graph representation. A method of varying syntactic
                 program locality continuously through the application
                 of a biased mutation operator is demonstrated. The
                 impact of varying locality under the new measure is
                 assessed over a randomly generated set of polynomial
                 symbolic regression problems. We observe that enforcing
                 higher levels of locality in CGP is associated with
                 poorer performance on the problem set and discuss
                 implications in the context of existing models of GP
                 genotype-phenotype maps.",
  notes =        "Part of \cite{Moraglio:2012:GP} EuroGP'2012 held in
                 conjunction with EvoCOP2012 EvoBIO2012, EvoMusArt2012
                 and EvoApplications2012",
}

Genetic Programming entries for Tom Seaton Julian F Miller Tim Clarke

Citations