Using Very Small Population Sizes in Genetic Programming

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

@InProceedings{ashlock:2006:cecW,
  author =       "Wendy Ashlock",
  title =        "Using Very Small Population Sizes in Genetic
                 Programming",
  booktitle =    "2006 IEEE World Congress on Computational
                 Intelligence, 2006 IEEE Congress on Evolutionary
                 Computation",
  year =         "2006",
  pages =        "1023--1030",
  address =      "Vancouver",
  month =        "16-21 " # jul,
  keywords =     "genetic algorithms, genetic programming",
  DOI =          "doi:10.1109/CEC.2006.1688325",
  size =         "8 pages",
  abstract =     "This paper examines the use of very small (4-7)
                 population sizes in genetic programming. When using
                 exploitive operators, this results in hillclimbing;
                 when using exploratory operators this results in
                 genetic drift. The end result is a different way of
                 searching the space which gives insight into the
                 fitness landscape and the nature of the variation
                 operators used.

                 This study compares the use of very small population
                 sizes with the use of population sizes up to 1000 for
                 three genetic programming problems: 4-parity using
                 parse trees, Tartarus using ISAc lists, and several
                 versions of plus-onerecall- store (PORS) using parse
                 trees. For 4-parity and Tartarus with 60 ISAc nodes,
                 algorithms with very small population sizes found more
                 solutions faster. For PORS, the effect was less
                 pronounced: more solutions were found, but the
                 algorithm was faster only than when using slightly
                 larger populations. For Tartarus with 30 ISAc nodes, no
                 effect was detected.",
  notes =        "WCCI 2006 - A joint meeting of the IEEE, the EPS, and
                 the IEE.

                 IEEE Catalog Number: 06TH8846D IEEE Xplore gives pages
                 = 319--326,",
}

Genetic Programming entries for Wendy Ashlock

Citations