• DocumentCode
    2731986
  • Title

    Fitness evaluation avoidance in Boolean GP problems

  • Author

    Jackson, David

  • Author_Institution
    Dept. of Comput. Sci., Liverpool Univ., UK
  • Volume
    3
  • fYear
    2005
  • fDate
    2-5 Sept. 2005
  • Firstpage
    2530
  • Abstract
    A technique has been devised which, via consideration of the program nodes executed during fitness evaluation, allows a genetic programming system to determine many instances in which invocation of the fitness function can be avoided. The nature of Boolean logic problems renders them of particular interest as a focus of study for the application of this technique, and experimental evidence shows that significant speed-ups in execution time can be achieved when evolving solutions to these problems.
  • Keywords
    Boolean algebra; genetic algorithms; Boolean GP problems; Boolean logic problems; fitness evaluation avoidance; fitness function; genetic programming system; program nodes; Boolean functions; Computer science; Data structures; Genetic mutations; Genetic programming; Logic programming; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2005. The 2005 IEEE Congress on
  • Print_ISBN
    0-7803-9363-5
  • Type

    conf

  • DOI
    10.1109/CEC.2005.1555011
  • Filename
    1555011