The analysis of a recombinative hill-climber on H-IFF

被引:26
作者
Dietzfelbinger, M [1 ]
Naudts, B
Van Hoyweghen, C
Wegener, I
机构
[1] Tech Univ Ilmenau, Fak Informat & Automatisierung, D-98694 Ilmenau, Germany
[2] Univ Antwerp, RUCA, Dept Math & Comp Sci, B-2020 Antwerp, Belgium
[3] Univ Dortmund, FB Informat, D-44221 Dortmund, Germany
关键词
evolutionary algorithms; expected optimization time; one-point crossover; recombinative hill-climbers;
D O I
10.1109/TEVC.2003.818192
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many experiments have proved that crossover is an essential search operator in evolutionary algorithms, at least for certain functions. However, the rigorous analysis of such algorithms on crossover-friendly functions is still in its infancy. Here, a recombinative hill-climber is analyzed on the crossover-friendly function hierarchical-if-and-only-if (H-IFF) introduced by Watson et al (1998). The dynamics of this algorithm are investigated and it is proved that the expected optimization time equals Theta (n log n).
引用
收藏
页码:417 / 423
页数:7
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