The Impact of External Dependency in Genetic Programming Primitives

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

@InProceedings{oreilly:1998:edGPp,
  author =       "Una-May O'Reilly",
  title =        "The Impact of External Dependency in Genetic
                 Programming Primitives",
  booktitle =    "Proceedings of the 1998 IEEE World Congress on
                 Computational Intelligence",
  year =         "1998",
  pages =        "306--311",
  address =      "Anchorage, Alaska, USA",
  month =        "5-9 " # may,
  publisher =    "IEEE Press",
  keywords =     "genetic algorithms, genetic programming, external
                 dependency, primitives, control dependencies, data
                 dependencies, subprogram behavioural consistency,
                 parameterized problem, solution identification, success
                 likelihood, parametrised problem, programming theory,
                 subroutines",
  ISBN =         "0-7803-4869-9",
  file =         "c053.pdf",
  URL =          "http://ieeexplore.ieee.org/iel4/5621/15048/00699750.pdf",
  DOI =          "doi:10.1109/ICEC.1998.699750",
  size =         "6 pages",
  abstract =     "Both control and data dependencies among primitives
                 impact the behavioural consistency of subprograms in
                 genetic programming solutions. Behavioural consistency
                 in turn impacts the ability of genetic programming to
                 identify and promote appropriate subprograms. We
                 present the results of modelling dependency through a
                 parameterized problem in which a subprogram exhibits
                 internal and external dependency levels that change as
                 the subprogram is successively combined into larger
                 subsolutions; We And that the key difference between
                 nonexistent and 'full' external dependency is a longer
                 time to solution identification and a lower likelihood
                 of success as shown by increased difficulty in
                 identifying and promoting correct subprograms.",
  notes =        "ICEC-98 Held In Conjunction With WCCI-98 --- 1998 IEEE
                 World Congress on Computational Intelligence. See also
                 \cite{oreilly:1997:edGPp}",
}

Genetic Programming entries for Una-May O'Reilly

Citations