Exploiting developmental plasticity in Cartesian Genetic Programming

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

@InProceedings{Ullah:2012:ISCI,
  author =       "Fahad Ullah and Gul Muhammad Khan and 
                 Sahibzada A. Mahmud",
  title =        "Exploiting developmental plasticity in Cartesian
                 Genetic Programming",
  booktitle =    "IEEE Symposium on Computers Informatics (ISCI 2012)",
  year =         "2012",
  month =        "18-20 " # mar,
  pages =        "180--184",
  size =         "5 pages",
  address =      "Penang, Malaysia",
  abstract =     "In this paper, the effect of developmental plasticity
                 is investigated in Cartesian Genetic Programming (CGP);
                 an evolutionary algorithm that uses a directed graph to
                 represent its genetic architecture. Developmental
                 Plasticity is the adaptability of an organism to change
                 in its surrounding environment. A Developmental Output
                 is used to computationally develop the phenotype that
                 has already been passed through a genetic evolution. To
                 manifest the idea of developmental plasticity in the
                 form of digital circuits, binary multiplexing functions
                 are used in the CGP implementation. Two
                 experiments-prime number test and image recognition
                 test-are conducted so that to analyse the effect of
                 Developmental Plasticity in CGP. Simulation results
                 demonstrate that the plasticity based CGP achieves
                 better performance when compared to conventional CGP in
                 terms of its adaptability and learning in general.",
  keywords =     "genetic algorithms, genetic programming, Cartesian
                 genetic programming, binary multiplexing functions,
                 developmental plasticity, digital circuits, directed
                 graph, evolutionary algorithm, genetic architecture,
                 genetic evolution, image recognition test, phenotype,
                 prime number test, directed graphs",
  DOI =          "doi:10.1109/ISCI.2012.6222690",
  notes =        "Also known as \cite{6222690}",
}

Genetic Programming entries for Fahad Ullah Gul Muhammad Khan Sahibzada Ali Mahmud

Citations