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Implicit Parallelism

机译:隐含的并行性

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摘要

This paper assumes a search space of fixed-length strings, where the size of the alphabet can vary from position to position. Structural crossover is mask-based crossover, and thus includes n-point and uniform crossover. Structural mutation is mutation that commutes with a group operation on the search space. This paper shows that structural crossover and mutation project naturally onto competing families of schemata. In other words, the effect of crossover and mutation on a set of string positions can be specified by considering only what happens at those positions and ignoring other positions. However, it is not possible to do this for proportional selection except when fitness is constant on each schema of the family. One can write down an equation which includes selection which generalizes the Holland Schema theorem. However, like the Schema theorem, this equation cannot be applied over multiple time steps without keeping track of the frequency of every string in the search space.
机译:本文假设固定长度串的搜索空间,其中字母表的大小可以从位置变化到位置。结构交叉是基于掩模的交叉,因此包括n点和均匀的交叉。结构突变是在搜索空间上以群体操作通勤的突变。本文表明,自然地结构交叉和突变项目在竞争的模式中。换句话说,可以通过考虑在那些位置并忽略其他位置时,指定交叉和突变对一组弦位置的影响。然而,除非在家庭的每个模式上时,除了适应性恒定时,不可能这样做。人们可以写下一条等式,该等式包括概括荷兰架构定理的选择。但是,与架构定理一样,这种等式不能在多个时间步长应用,而不会跟踪搜索空间中每个字符串的频率。

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