多值函数的高效图表示及其在遗传算法中的应用

B. Becker, R. Drechsler
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引用次数: 21

摘要

我们提出了一种新的通用数据结构来表示多值输入、多值输出函数,称为函数图(FG)。有序fg被证明是正则形式。我们研究了一次读取的fg,并证明了类型限制的fg也是正则的。我们使用fg来表示和操作多值集合。它们允许对集合操作进行有效的操作算法,例如并集和交集。详细介绍了遗传算法在遗传算法中的应用。总体由多根FG表示。实验结果表明,这种新的表示方法是非常有效的,并且优于其他的GAs数据结构。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Efficient graph based representation of multi-valued functions with an application to genetic algorithms
We present a new general data structure for representation of multi-valued input, multi-valued output functions, called function graphs (FG). Ordered FGs are shown to be a canonical form. We investigate read-once FGs and show that type-restricted FGs are also canonical. We use FGs for multi-valued set representation and manipulation. They allow efficient manipulation algorithms for set operations, e.g. union and intersection. An application to genetic algorithms (GAs) is presented in more detail. A population is represented by a multi-rooted FG. It is shown by experimental results that this new representation is very efficient and superior to other data structures for GAs.<>
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