Genetic Algorithms: Principles and Perspectives

Name: Genetic Algorithms: Principles and Perspectives
Author: Colin R. Reeves

A Guide to GA Theory

Paperback Engels 2013 9781475778182

180,99

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Samenvatting

Genetic Algorithms: Principles and Perspectives: A Guide to GA Theory is a survey of some important theoretical contributions, many of which have been proposed and developed in the Foundations of Genetic Algorithms series of workshops. However, this theoretical work is still rather fragmented, and the authors believe that it is the right time to provide the field with a systematic presentation of the current state of theory in the form of a set of theoretical perspectives. The authors do this in the interest of providing students and researchers with a balanced foundational survey of some recent research on GAs. The scope of the book includes chapter-length discussions of Basic Principles, Schema Theory, "No Free Lunch", GAs and Markov Processes, Dynamical Systems Model, Statistical Mechanics Approximations, Predicting GA Performance, Landscapes and Test Problems.

Specificaties

ISBN13:9781475778182

Taal:Engels

Bindwijze:paperback

Aantal pagina's:332

Uitgever:Springer US

Druk:0

Hoofdrubriek:Inkoop en logistiek, Computer en informatica

Serie:Operations Research/Computer Science Interfaces Series

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Inhoudsopgave

1. Introduction. 2. Basic Principles. 3. Schema Theory. 4. Non Free Lunch for GAs. 5. GAs as Markov Processes. 6. The Dynamical Systems Model. 7. Statistical Mechanics Approximations. 8. Predicting GA Performance. 9. Landschapes. 10. Summary. A: Test Problems. Bibliography. Index.