Evolutionary Algorithms : The Role of Mutation and Recombination

Spears, William M.

ISBN 10: 3540669507 / ISBN 13: 9783540669500

Edité par Springer Berlin / Heidelberg, 2000

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Ships from the UK. Former library book; may include library markings. Used book that is in excellent condition. May show signs of wear or have minor defects. N° de réf. du vendeur 12592886-6

Détails bibliographiques

Titre : Evolutionary Algorithms : The Role of ...

Éditeur : Springer Berlin / Heidelberg

Date d'édition : 2000

Reliure : Couverture rigide

Etat : Very Good

Edition : 1st Edition.

A propos de ce titre

Synopsis :

Despite decades of work in evolutionary algorithms, there remains a lot of uncertainty as to when it is beneficial or detrimental to use recombination or mutation. This book provides a characterization of the roles that recombination and mutation play in evolutionary algorithms. It integrates prior theoretical work and introduces new theoretical techniques for studying evolutionary algorithms. An aggregation algorithm for Markov chains is introduced which is useful for studying not only evolutionary algorithms specifically, but also complex systems in general. Practical consequences of the theory are explored and a novel method for comparing search and optimization algorithms is introduced. A focus on discrete rather than real-valued representations allows the book to bridge multiple communities, including evolutionary biologists and population geneticists.