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Books > Science & Mathematics > Mathematics > Mathematical foundations
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Evolutionary Algorithms - The Role of Mutation and Recombination (Paperback, Softcover reprint of hardcover 1st ed. 2000)
Loot Price: R2,637
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Evolutionary Algorithms - The Role of Mutation and Recombination (Paperback, Softcover reprint of hardcover 1st ed. 2000)
Series: Natural Computing Series
Expected to ship within 18 - 22 working days
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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.
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