Size-based tournaments for node selection

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

@InProceedings{Helmuth:2011:GECCOcomp,
  author =       "Thomas Helmuth and Lee Spector and Brian Martin",
  title =        "Size-based tournaments for node selection",
  booktitle =    "GECCO 2011 Graduate students workshop",
  year =         "2011",
  editor =       "Miguel Nicolau",
  isbn13 =       "978-1-4503-0690-4",
  keywords =     "genetic algorithms, genetic programming",
  pages =        "799--802",
  month =        "12-16 " # jul,
  organisation = "SIGEVO",
  address =      "Dublin, Ireland",
  DOI =          "doi:10.1145/2001858.2002095",
  publisher =    "ACM",
  publisher_address = "New York, NY, USA",
  abstract =     "In genetic programming, the reproductive operators of
                 crossover and mutation both require the selection of
                 nodes from the reproducing individuals. Both unbiased
                 random selection and Koza 90/10 mechanisms remain
                 popular, despite their arbitrary natures and a lack of
                 evidence for their effectiveness. It is generally
                 considered problematic to select from all nodes with a
                 uniform distribution, since this causes terminal nodes
                 to be selected most of the time. This can limit the
                 complexity of program fragments that can be exchanged
                 in crossover, and it may also lead to code bloat when
                 leaf nodes are replaced with larger new subtrees during
                 mutation. We present a new node selection method that
                 selects nodes based on a tournament, from which the
                 largest participating subtree is selected. We show this
                 method of size-based tournaments improves performance
                 on three standard test problems with no increases in
                 code bloat as compared to unbiased and Koza 90/10
                 selection methods.",
  notes =        "Also known as \cite{2002095} Distributed on CD-ROM at
                 GECCO-2011.

                 ACM Order Number 910112.",
}

Genetic Programming entries for Thomas Helmuth Lee Spector Brian Martin

Citations