Roulette-wheel selection via stochastic acceptance

被引:568
作者
Lipowski, Adam [1 ]
Lipowska, Dorota [2 ]
机构
[1] Adam Mickiewicz Univ, Fac Phys, Poznan, Poland
[2] Adam Mickiewicz Univ, Fac Modern Languages & Literature, Poznan, Poland
关键词
Roulette-wheel selection; Genetic algorithm; Complex networks; NETWORKS; ENERGY;
D O I
10.1016/j.physa.2011.12.004
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Roulette-wheel selection is a frequently used method in genetic and evolutionary algorithms or in modeling of complex networks. Existing routines select one of N individuals using search algorithms of 0(N) or 0(log N) complexity. We present a simple roulette-wheel selection algorithm, which typically has 0(1) complexity and is based on stochastic acceptance instead of searching. We also discuss a hybrid version, which might be suitable for highly heterogeneous weight distributions, found, for example, in some models of complex networks. With minor modifications, the algorithm might also be used for sampling with fitness cut-off at a certain value or for sampling without replacement. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:2193 / 2196
页数:4
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