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Exact Schema Theory for GP and Variable-length GAs with Homologous Crossover

机译:具有同源交叉的GP和可变长度气体的精确架构理论

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In this paper we present a new exact schema theory for genetic programming and variable-length genetic algorithms which is applicable to the general class of homologous crossovers. These are a group of operators, including GP one-point crossover and GP uniform crossover, where the offspring are created preserving the position of the genetic material taken from the parents. The theory is based on the concepts of GP crossover masks and GP recombination distributions (both introduced here for the first time), as well as the notions of hyperschema and node reference systems introduced in other recent research. This theory generalises and refines previous work in GP and GA theory.
机译:在本文中,我们为遗传编程和可变长度遗传算法提出了一种新的精确模式理论,适用于一般同源交叉的一般类别。这些是一组运营商,包括GP单点交叉和GP均匀交叉,其中产生后代保留父母所采取的遗传物质的位置。该理论基于GP交叉掩模和GP重组分布的概念(首次在此引入),以及在其他最近研究中引入的HyperSchema和节点参考系统的概念。这种理论概括并改善了GP和GA理论的先前工作。

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