Towards a New Evolutionary Computation: Advances on Estimation of Distribution Algorithms

Author:   Jose A. Lozano ,  Pedro Larrañaga ,  Iñaki Inza ,  Endika Bengoetxea
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Edition:   2006 ed.
Volume:   192
ISBN:  

9783540290063


Pages:   294
Publication Date:   12 January 2006
Format:   Hardback
Availability:   Awaiting stock   Availability explained
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Towards a New Evolutionary Computation: Advances on Estimation of Distribution Algorithms


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Overview

Estimation of Distribution Algorithms (EDAs) are a set of algorithms in the Evolutionary Computation (EC) field characterized by the use of explicit probability distributions in optimization. Contrarily to other EC techniques such as the broadly known Genetic Algorithms (GAs) in EDAs, the crossover and mutation operators are substituted by the sampling of a distribution previously learnt from the selected individuals. EDAs have experienced a high development that has transformed them into an established discipline within the EC field. This book attracts the interest of new researchers in the EC field as well as in other optimization disciplines, and that it becomes a reference for all of us working on this topic. The twelve chapters of this book can be divided into those that endeavor to set a sound theoretical basis for EDAs, those that broaden the methodology of EDAs and finally those that have an applied objective.

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Author:   Jose A. Lozano ,  Pedro Larrañaga ,  Iñaki Inza ,  Endika Bengoetxea
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Imprint:   Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Edition:   2006 ed.
Volume:   192
Dimensions:   Width: 21.60cm , Height: 1.90cm , Length: 27.90cm
Weight:   1.360kg
ISBN:  

9783540290063


ISBN 10:   3540290060
Pages:   294
Publication Date:   12 January 2006
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Awaiting stock   Availability explained
The supplier is currently out of stock of this item. It will be ordered for you and placed on backorder. Once it does come back in stock, we will ship it out for you.

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