Analyzing Program Evolution in Genetic Programming using Asynchronous Evaluation

Created by W.Langdon from gp-bibliography.bib Revision:1.3963

@InProceedings{Harada:2013:ECAL,
  author =       "Tomohiro Harada and Keiki Takadama",
  title =        "Analyzing Program Evolution in Genetic Programming
                 using Asynchronous Evaluation",
  booktitle =    "Advances in Artificial Life, ECAL 2013",
  year =         "2013",
  editor =       "Pietro Lio and Orazio Miglino and Giuseppe Nicosia and 
                 Stefano Nolfi and Mario Pavone",
  series =       "Complex Adaptive Systems",
  pages =        "713--720",
  address =      "Taormina, Italy",
  month =        sep # " 2-6",
  publisher =    "MIT Press",
  keywords =     "genetic algorithms, genetic programming, TAGP",
  isbn13 =       "978-0-262-31709-2",
  DOI =          "doi:10.7551/978-0-262-31709-2-ch102",
  size =         "8 pages",
  abstract =     "This paper investigates the evolution ability of
                 Tierra-based Asynchronous Genetic Programming (TAGP) as
                 GP using an asynchronous evaluation. We compare TAGP
                 with two simple GP methods, steady-state GP and GP
                 using (mu + lambda)-selection as GP using a synchronous
                 evaluation. Three GP methods are compared in experiment
                 to minimise the size of an actual assembly language
                 program in several computational problems, two
                 arithmetic and two Boolean problems. The intensive
                 comparisons have revealed the following implications:
                 (1) TAGP has higher evolution ability than GP using
                 synchronous evaluation, i.e., TAGP can evolve smaller
                 size programs which cannot be evolved by GPs using
                 synchronous evaluation; and (2) the diversity of the
                 programs evolved by TAGP can derive a high evolution
                 ability in comparison with GP using synchronous
                 evaluation.",
  notes =        "Not tag-GP. ECAL-2013",
}

Genetic Programming entries for Tomohiro Harada Keiki Takadama

Citations