Download Evolutionary Computation for Modeling and Optimization online Books - godinez books

Download Evolutionary Computation for Modeling and Optimization online Books

Springer Science & Business Media

English - book pages - ISBN-10: 0387319093 - ISBN-13: 9780387319094

3/5 by 12 votes


Evolutionary Computation for Optimization and Modeling is an introduction to evolutionary computation, a field which includes genetic algorithms, evolutionary programming, evolution strategies, and genetic programming. The text is a survey of
some
application of evolutionary algorithms.
It introduces mutation, crossover, design issues of selection and replacement methods, the issue of populations size, and the question of design of the fitness function. It also includes a methodological
material on efficient implementation. Some of the other topics in this book include the design of simple evolutionary algorithms, applications to several types of optimization, evolutionary robotics, simple evolutionary neural computation, and several types of automatic programming including genetic programming. The book gives applications to biology and bioinformatics and introduces a number of tools that can be used in biological modeling, including evolutionary game theory. Advanced techniques such as cellular encoding, grammar based encoding, and graph based evolutionary algorithms are also covered. This book
presents a large number of homework problems, projects, and experiments, with a goal of illustrating single aspects of evolutionary computation and comparing different methods. Its readership is intended
for an undergraduate or first-year graduate course in evolutionary computation for computer science, engineering, or other computational science students. Engineering, computer science, and applied math students will find this book a useful guide to using evolutionary algorithms as a problem solving tool.

Reviews

64x64

Christopher Cunningham

Very good book...U will get to understand him so much better.

Ivan Mercado

Liked it very much

Craig Ivan

Incredible This book took over my life and I could not put it down.

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