DocumentCode :
1652017
Title :
GA-hard functions built by combination of Trap functions
Author :
Clergue, Manuel ; COLLARD, Philippe
Author_Institution :
I3S Lab., Univ. of Nice Sophia-Antipolis, Sophia Antipolis, France
Volume :
1
fYear :
2002
Firstpage :
249
Lastpage :
254
Abstract :
We propose to construct hard functions for genetic algorithms by combining two types of misleading functions. We consider on one hand the traditional Trap functions defined over the unitation, and on the other hand new Trap functions based on the alternation. We recall the performance of GA on these functions as well as the results on the predictive value of the coefficients of correlation between distance to the optimum and fitness. We show that the combination of such functions can generate misleading problems for a genetic algorithm. Moreover, some of these combinations constitute counterexamples for the predictive value of the coefficient of correlation
Keywords :
genetic algorithms; Trap function combination; fitness; genetic algorithms; hard functions; misleading functions; predictive value; Evolutionary computation; Genetic algorithms; Hamming distance; Heuristic algorithms; Laboratories; Piecewise linear techniques;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2002. CEC '02. Proceedings of the 2002 Congress on
Conference_Location :
Honolulu, HI
Print_ISBN :
0-7803-7282-4
Type :
conf
DOI :
10.1109/CEC.2002.1006242
Filename :
1006242
Link To Document :
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