Evolutionary Computation for Modeling and Optimization - Hardcover

Ashlock, Daniel

 
9780387221960: Evolutionary Computation for Modeling and Optimization
Hardcover
ISBN 10: 0387221964 ISBN 13: 9780387221960
Verlag: Springer, 2005

Inhaltsangabe

Concentrates on developing intuition about evolutionary computation and problem solving skills and tool sets.

Lots of applications and test problems, including a biotechnology chapter.

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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.

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Verlag
Springer
Erscheinungsdatum
2005
Sprache
Englisch
ISBN 10 
0387221964
ISBN 13 
9780387221960
Einband
Tapa dura
Anzahl der Seiten
596
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
CMN Printpool Inh. Mathis Neumann
https://www.also.com/ec/cms5/en_6000/6000/index.jsp

Friedrich-Karl-Str. 9
Hamburg
Deutschland

Weitere beliebte Ausgaben desselben Titels

9781441919694: Evolutionary Computation for Modeling and Optimization

Vorgestellte Ausgabe

ISBN 10:  1441919694 ISBN 13:  9781441919694
Verlag: Springer, 2010
Softcover