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Evolutionary Algorithms
William M. Spears
其他書名
The Role of Mutation and Recombination
出版Springer Science & Business Media, 2013-03-09
主題Computers / Artificial Intelligence / GeneralMathematics / LogicScience / Life Sciences / EvolutionComputers / Programming / AlgorithmsComputers / Data Science / GeneralScience / Life Sciences / GeneralComputers / Information TechnologyMathematics / History & PhilosophyMathematics / Discrete MathematicsScience / Life Sciences / Biology
ISBN36620419959783662041994
URLhttp://books.google.com.hk/books?id=uMuqCAAAQBAJ&hl=&source=gbs_api
EBookSAMPLE
註釋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.