• DocumentCode
    356784
  • Title

    An investigation of redundant genotype-phenotype mappings and their role in evolutionary search

  • Author

    Shackleton, Mark ; Shipma, R. ; Ebner, Marc

  • Author_Institution
    BT Labs., UK
  • Volume
    1
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    493
  • Abstract
    The neutral theory of evolution suggests that most mutations do not cause a phenotypic change. In this case the mapping from genotype to phenotype contains redundancy such that many mutations do not have an appreciable effect on the phenotype. This can result in neutral networks; sets of genotypes connected by single point mutations that map to the same phenotype. A population is able to drift along these networks, eventually encountering phenotypes of higher fitness, thus reducing the chance of becoming trapped in sub-optimal regions of genotype space. In this paper we explore the use and benefit of redundant mappings for evolutionary search. We investigate the properties of several genotype-phenotype mappings by performing random walks along the neutral networks in their genotype spaces. The properties are explored further by performing adaptive walks in which a concept of fitness is introduced. A mapping based on a random Boolean network was found to have particularly interesting properties in both cases
  • Keywords
    Boolean algebra; evolutionary computation; random processes; redundancy; search problems; adaptive walks; evolutionary search; fitness; mutations; neutral networks; neutral theory; population; random Boolean network; random walks; redundant genotype-phenotype mappings; Evolutionary computation; Genetic mutations; Network topology; RNA; Shape;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2000. Proceedings of the 2000 Congress on
  • Conference_Location
    La Jolla, CA
  • Print_ISBN
    0-7803-6375-2
  • Type

    conf

  • DOI
    10.1109/CEC.2000.870337
  • Filename
    870337