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Recombination Without Respect: Schema Combination and Disruption in Genetic Algorithm Crossover

机译:重组无需尊重:遗传算法交叉的模式组合和中断

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One-point (or n-point) crossover has the property that schemata exhibited by both parents are 'respected' --transferred to the offspring without disruption. In addition, new schemata may, potentially, be created by combination of the genes on which the parents differ. Some argue that the preservation of similarity is the important aspect of crossover, and that the combination of differences (key to the building-block hypothesis) is unlikely to be valuable. In this paper, we discuss the operation of recombination on a hierarchical building-block problem. Uniform crossover, which preserves similarity, fails on this problem. Whereas, one-point crossover, that both preserves similarity and combines differences, succeeds. In fact, a somewhat perverse recombination operator, that combines differences but destroys schemata that are common to both parents, also succeeds. Thus, in this problem, combination of schemata from dissimilar parents is required, and preserving similarity is not required. The test problem represents and extreme case, but it serves to illustrate the different aspects of recombination that are available in regular operators such as one-point crossover.
机译:一点(或n点)交叉具有由父母展示的模式被“尊重” - 转移到后代而不会中断。此外,可能是潜在的,可以通过父母不同的基因组合来创建新的图案。有些人认为保护相似性是交叉的重要方面,并且差异的组合(建筑物块假设的关键)不太可能是有价值的。在本文中,我们讨论了在分层构建块问题上重组的操作。保留相似性的统一交叉失败在此问题上失败。虽然,一点交叉,即保持相似性并结合差异,成功。事实上,一个稍微经常的重组操作员,它结合了差异但破坏了父母俩共同的模式,也成功了。因此,在这个问题中,需要来自不同父母的图式组合,并且不需要保持相似性。测试问题表示和极端情况,但它用于说明在诸如单点交叉的常规操作员中可用的重组的不同方面。

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