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

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Zbigniew Michalewicz

Springer

2007-4-19

330

USD 219.00

Hardcover

9783540694311

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发表于2024-09-24

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

Parameter Setting in Evolutionary Algorithms pdf epub mobi txt 电子书下载 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.

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