Managing Repetition in Grammar-Based Genetic Programming

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

@InProceedings{Nicolau:2016:GECCO,
  author =       "Miguel Nicolau and Michael Fenton",
  title =        "Managing Repetition in Grammar-Based Genetic
                 Programming",
  booktitle =    "GECCO '16: Proceedings of the 2016 Annual Conference
                 on Genetic and Evolutionary Computation",
  year =         "2016",
  editor =       "Tobias Friedrich",
  pages =        "765--772",
  keywords =     "genetic algorithms, genetic programming",
  month =        "20-24 " # jul,
  organisation = "SIGEVO",
  address =      "Denver, USA",
  publisher =    "ACM",
  publisher_address = "New York, NY, USA",
  isbn13 =       "978-1-4503-4206-3",
  DOI =          "doi:10.1145/2908812.2908904",
  abstract =     "Grammar-based Genetic Programming systems are capable
                 of generating identical phenotypic solutions, either by
                 creating repeated genotypic representations, or from
                 distinct genotypes, through their many-to-one mapping
                 process. Furthermore, their initialisation process can
                 generate a high number of duplicate individuals, while
                 traditional variation and replacement operators can
                 permit multiple individuals to percolate through
                 generations unchanged. This can lead to a high number
                 of phenotypically identical individuals within a
                 population. This study investigates the frequency and
                 effect of such duplicate individuals on a suite of
                 benchmark problems. Both Grammatical Evolution and the
                 CFG-GP systems are examined. Experimental evidence
                 suggests that these useless evaluations can be instead
                 be used either to speed-up the evolutionary process, or
                 to delay convergence.",
  notes =        "University College Dublin

                 GECCO-2016 A Recombination of the 25th International
                 Conference on Genetic Algorithms (ICGA-2016) and the
                 21st Annual Genetic Programming Conference (GP-2016)",
}

Genetic Programming entries for Miguel Nicolau Michael Fenton

Citations