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Evolutionary Algorithms: The Role of Mutation and Recombination (Natural Computing Series) - Softcover

 
9783642086243: Evolutionary Algorithms: The Role of Mutation and Recombination (Natural Computing Series)

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Despite decades of work in evolutionary algorithms, there remains an uncertainty as to the relative benefits and detriments of using recombination or mutation. This book provides a characterization of the roles that recombination and mutation play in evolutionary algorithms. It integrates important prior work and introduces new theoretical techniques for studying evolutionary algorithms. Consequences of the theory are explored and a novel method for comparing search and optimization algorithms is introduced. The focus allows the book to bridge multiple communities, including evolutionary biologists and population geneticists.

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  • PublisherSpringer
  • Publication date2010
  • ISBN 10 3642086241
  • ISBN 13 9783642086243
  • BindingPaperback
  • LanguageEnglish
  • Number of pages236

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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Despite decades of work in evolutionary algorithms, there remains an uncertainty as to the relative benefits and detriments of using recombination or mutation. This book provides a characterization of the roles that recombination and mutation play in evolutionary algorithms. It integrates important prior work and introduces new theoretical techniques for studying evolutionary algorithms. Consequences of the theory are explored and a novel method for comparing search and optimization algorithms is introduced. The focus allows the book to bridge multiple communities, including evolutionary biologists and population geneticists. 236 pp. Englisch. Seller Inventory # 9783642086243

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Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - 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. Seller Inventory # 9783642086243

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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. A thorough analysis of recombination and mutation in evolutionary algorithmsNew theoretical and modeling tools for studying evolutionary algorithmsA new empirical tool for comparing search and optimization algorithms and a new theoretical tool for s. Seller Inventory # 5047659

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