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Foundations of Genetic Programming (Paperback, Softcover reprint of hardcover 1st ed. 2002)
Loot Price: R2,921
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Foundations of Genetic Programming (Paperback, Softcover reprint of hardcover 1st ed. 2002)
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Genetic programming (GP), one of the most advanced forms of
evolutionary computation, has been highly successful as a technique
for getting computers to automatically solve problems without
having to tell them explicitly how. Since its inceptions more than
ten years ago, GP has been used to solve practical problems in a
variety of application fields. Along with this ad-hoc engineering
approaches interest increased in how and why GP works. This book
provides a coherent consolidation of recent work on the theoretical
foundations of GP. A concise introduction to GP and genetic
algorithms (GA) is followed by a discussion of fitness landscapes
and other theoretical approaches to natural and artificial
evolution. Having surveyed early approaches to GP theory it
presents new exact schema analysis, showing that it applies to GP
as well as to the simpler GAs. New results on the potentially
infinite number of possible programs are followed by two chapters
applying these new techniques.
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