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Rapport (Rapport De Recherche) Année : 1997

Bitwise Regularity Coefficients as a Tool for Deception Analysis of a Genetic Algorithm

Résumé

We present in this paper a theoretical analysis that relates an irregularity measure of a fitness function to the so-called GA-deception. This approach is a con­ti­nua­tion of a work that has presented a deception a­na­ly­sis of Hölder functions. The analysis developed here is a generalization of this work in two ways¸: we first use a «bitwise regularity» instead of a Hölder exponent as a basis for our deception analysis, 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 analyze the influence of a chromosome encoding on the GA efficiency, and present experiments with bits permutations and Gray encoding.
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Dates et versions

inria-00073415 , version 1 (24-05-2006)

Identifiants

  • HAL Id : inria-00073415 , version 1

Citer

Benoît Leblanc, Evelyne Lutton. Bitwise Regularity Coefficients as a Tool for Deception Analysis of a Genetic Algorithm. [Research Report] RR-3274, INRIA. 1997. ⟨inria-00073415⟩
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