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.
William M. Spears
Evolutionary Algorithms [PDF ebook]
The Role of Mutation and Recombination
Evolutionary Algorithms [PDF ebook]
The Role of Mutation and Recombination
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Ngôn ngữ Anh ● định dạng PDF ● ISBN 9783662041994 ● Nhà xuất bản Springer Berlin Heidelberg ● Được phát hành 2013 ● Có thể tải xuống 3 lần ● Tiền tệ EUR ● TÔI 6341701 ● Sao chép bảo vệ Adobe DRM
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