Evolutionary Algorithms : The Role of Mutation and Recombination

Spears, William M.

ISBN 10: 3540669507 / ISBN 13: 9783540669500

Verlag: Springer Berlin / Heidelberg, 2000

Former library copy. Pages intact with possible writing/highlighting. Binding strong with minor wear. Dust jackets/supplements may not be included. Includes library markings. Stock photo provided. Product includes identifying sticker. Better World Books: Buy Books. Do Good. Bestandsnummer des Verkäufers 12592886-6

Inhaltsangabe:

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.

Bibliografische Details

Titel: Evolutionary Algorithms : The Role of ...
Verlag: Springer Berlin / Heidelberg
Erscheinungsdatum: 2000
Einband: Hardcover
Zustand: Very Good
Auflage: 1st Edition.