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Herausgegeben von Lobo, F.J. Lima, Cláudio F. Michalewicz, Zbigniew:

Parameter Setting in Evolutionary Algorithms - Paperback

2010, ISBN: 9783642088926

[ED: Softcover], [PU: Springer, Berlin], 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… More...

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Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Studies in Computational Intelligence, 54, Band 54)
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Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Studies in Computational Intelligence, 54, Band 54) - Paperback

2010, ISBN: 9783642088926

Springer, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 2007, 332 Seiten, Publiziert: 2010-11-25T00:00:01Z, Produktgruppe: Buch, Hersteller-Nr.: 100 black & white illustrat… More...

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Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Studies in Computational Intelligence, 54, Band 54)
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Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Studies in Computational Intelligence, 54, Band 54) - Paperback

2010

ISBN: 9783642088926

Springer, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 2007, 332 Seiten, Publiziert: 2010-11-25T00:00:01Z, Produktgruppe: Buch, Hersteller-Nr.: 100 black & white illustrat… More...

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Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Studies in Computational Intelligence, 54, Band 54)
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Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Studies in Computational Intelligence, 54, Band 54) - Paperback

2010, ISBN: 9783642088926

Springer, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 2007, 332 Seiten, Publiziert: 2010-11-25T00:00:01Z, Produktgruppe: Buch, Hersteller-Nr.: 100 black & white illustrat… More...

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Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Studies in Computational Intelligence, 54, Band 54)
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Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Studies in Computational Intelligence, 54, Band 54) - Paperback

2010, ISBN: 9783642088926

Springer, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 2007, 332 Seiten, Publiziert: 2010-11-25T00:00:01Z, Produktgruppe: Buch, Hersteller-Nr.: 100 black & white illustrat… More...

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Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Studies in Computational Intelligence, 54, Band 54)
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Title:
ISBN:

3642088929


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.

Details of the book - Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Studies in Computational Intelligence, 54, Band 54)


EAN (ISBN-13): 9783642088926
ISBN (ISBN-10): 3642088929
Hardcover
Paperback
Publishing year: 2010
Publisher: Lobo, F. G. Springer
332 Pages
Weight: 0,503 kg
Language: eng/Englisch

Book in our database since 2011-05-15T21:07:47+01:00 (London)
Detail page last modified on 2024-01-31T13:35:40+00:00 (London)
ISBN/EAN: 3642088929

ISBN - alternate spelling:
3-642-08892-9, 978-3-642-08892-6
Alternate spelling and related search-keywords:
Book author: zbigniew, lobo, michale, claudio lima
Book title: algorithms

Information from Publisher

Author: F.J. Lobo; Cláudio F. Lima; Zbigniew Michalewicz
Title: Studies in Computational Intelligence; Parameter Setting in Evolutionary Algorithms
Publisher: Springer; Springer Berlin
318 Pages
Publishing year: 2010-11-30
Berlin; Heidelberg; DE
Printed / Made in
Language: English
213,99 € (DE)
219,99 € (AT)
236,00 CHF (CH)
POD
XII, 318 p. 100 illus.

BC; Hardcover, Softcover / Technik/Allgemeines, Lexika; Mathematik für Ingenieure; Verstehen; algorithm; algorithms; calculus; control; evolution; evolutionary algorithm; evolutionary computation; evolutionary strategies; genetic algorithms; genetic programming; multi-objective optimization; mutation; operator; optimization; programming; Mathematical and Computational Engineering Applications; Artificial Intelligence; Künstliche Intelligenz; BB; EA

Parameter Setting in EAs: a 30 Year Perspective.- Parameter Control in Evolutionary Algorithms.- Self-Adaptation in Evolutionary Algorithms.- Adaptive Strategies for Operator Allocation.- Sequential Parameter Optimization Applied to Self-Adaptation for Binary-Coded Evolutionary Algorithms.- Combining Meta-EAs and Racing for Difficult EA Parameter Tuning Tasks.- Genetic Programming: Parametric Analysis of Structure Altering Mutation Techniques.- Parameter Sweeps for Exploring Parameter Spaces of Genetic and Evolutionary Algorithms.- Adaptive Population Sizing Schemes in Genetic Algorithms.- Population Sizing to Go: Online Adaptation Using Noise and Substructural Measurements.- Parameter-less Hierarchical Bayesian Optimization Algorithm.- Evolutionary Multi-Objective Optimization Without Additional Parameters.- Parameter Setting in Parallel Genetic Algorithms.- Parameter Control in Practice.- Parameter Adaptation for GP Forecasting Applications.
Recent advances in evolutionary algorithms Includes supplementary material: sn.pub/extras
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