Parameter Setting in Evolutionary Algorithms 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Zbigniew Michalewicz 作者

Springer

译者

2007-4-19 出版日期

330 页数

USD 219.00 价格

Hardcover

丛书系列

9783540694311 图书编码

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发表于2024-11-30

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Parameter Setting in Evolutionary Algorithms 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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One of the main difficulties of applying an evolutionary algorithm (or, as a matter of fact, any heuristic method) to a given problem is to decide on an appropriate set of parameter values. Typically these are specified before the algorithm is run and include population size, selection rate, operator probabilities, not to mention the representation and the operators themselves. This book gives the reader a solid perspective on the different approaches that have been proposed to automate control of these parameters as well as understanding their interactions. The book covers a broad area of evolutionary computation, including genetic algorithms, evolution strategies, genetic programming, estimation of distribution algorithms, and also discusses the issues of specific parameters used in parallel implementations, multi-objective evolutionary algorithms, and practical consideration for real-world applications. It is a recommended read for researchers and practitioners of evolutionary computation and heuristic methods.

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