Title :
Holder functions and deception of genetic algorithms
Author :
Lutton, Evelyne ; Vehel, Jacques Levy
Author_Institution :
Inst. Nat. de Recherche en Inf. et Autom., Le Chesnay, France
fDate :
7/1/1998 12:00:00 AM
Abstract :
We present a deception analysis for Holder functions. Our approach uses a decomposition on the Haar basis, which reflects in a natural way the Holder structure of the function. This allows the relation of the deception, the Holder exponent, and some parameters of the genetic algorithms (GAs). These results prove that deception is connected to the irregularity of the fitness function and shed a new light on the schema theory. In addition, this analysis may assist in understanding the influence of some of the parameters on the performance of a GA
Keywords :
genetic algorithms; GA; Haar decomposition; Holder functions; deception analysis; fitness function irregularity; genetic algorithms; Algorithm design and analysis; Convergence; Evolution (biology); Fractals; Genetic algorithms; Image analysis; Inverse problems; Optimization methods; Performance analysis; Stochastic processes;
Journal_Title :
Evolutionary Computation, IEEE Transactions on
DOI :
10.1109/4235.728208