Orgy in the computer: multi-parent reproduction in genetic algorithms

Abstract: "In this paper we investigate the phenomenon of multi- parent reproduction, i.e. we study recombination mechanisms where an arbitrary n> 1 number of parents participate in creating children. In particular, we discuss scanning crossover that generalizes the standard uniform crossove...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: Eiben, Agoston E. 1961- (VerfasserIn), Kemenade, C. H. M. van (VerfasserIn), Kok, Joost N. (VerfasserIn)
Format: Buch
Sprache:English
Veröffentlicht: Amsterdam 1995
Schriftenreihe:Centrum voor Wiskunde en Informatica <Amsterdam> / Department of Computer Science: Report CS 95,48
Schlagworte:
Zusammenfassung:Abstract: "In this paper we investigate the phenomenon of multi- parent reproduction, i.e. we study recombination mechanisms where an arbitrary n> 1 number of parents participate in creating children. In particular, we discuss scanning crossover that generalizes the standard uniform crossover and diagonal crossover that generalizes 1-point crossover, and study the effects of different number of parents on the GA behavior. We conduct experiments on tough function optimization problems and observe that by multi-parent operators the performance of GAs can be enhanced significantly. We also give a theoretical foundation by showing how these operators work on distributions."
Beschreibung:10 S.

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