• DocumentCode
    2973849
  • Title

    Bitwise regularity and GA-hardness

  • Author

    Leblanc, Benoît ; Lutton, Evelyne

  • Author_Institution
    Inst. Nat. de Recherche en Inf. et Autom., Le Chesnay, France
  • fYear
    1998
  • fDate
    4-9 May 1998
  • Firstpage
    517
  • Lastpage
    522
  • Abstract
    Presents a theoretical analysis that relates an irregularity measure of a fitness function to the so-called GA (genetic algorithm) deception. This approach is a continuation of the work of Lutton and Le´vy-Ve´hel (1995) that has presented a deception analysis of Hölder functions. The analysis developed in this paper is a generalization of this work in two ways: first, we use a “bitwise regularity” instead of a Hölder exponent as a basis for our deception analysis; and second, we perform a similar deception analysis of a GA with uniform crossover. We finally propose to use the bitwise regularity coefficients in order to analyse the influence of chromosome encoding on the GA efficiency, and we present experiments with Gray encoding
  • Keywords
    computational complexity; encoding; functions; genetic algorithms; Gray encoding; Holder functions; bitwise regularity; chromosome encoding; fitness function irregularity measure; fractals; genetic algorithm deception analysis; genetic algorithm hardness; optimization; uniform crossover; Algorithm design and analysis; Biological cells; Biological information theory; Convergence; Encoding; Fractals; Genetic algorithms; Performance analysis; Roentgenium; Shape;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation Proceedings, 1998. IEEE World Congress on Computational Intelligence., The 1998 IEEE International Conference on
  • Conference_Location
    Anchorage, AK
  • Print_ISBN
    0-7803-4869-9
  • Type

    conf

  • DOI
    10.1109/ICEC.1998.700082
  • Filename
    700082