Evolutionary Computation (International Series on Computational Intelligence) - Hardcover

Dumitrescu, D.; Lazzerini, Beatrice; Jain, Lakhmi C.; Dumitrescu, A.

Hardcover

ISBN 10: 0849305888 ISBN 13: 9780849305887

Publisher: CRC Press, 2000

Synopsis

Rapid advances in evolutionary computation have opened up a world of applications-a world rapidly growing and evolving. Decision making, neural networks, pattern recognition, complex optimization/search tasks, scheduling, control, automated programming, and cellular automata applications all rely on evolutionary computation. Evolutionary Computation presents the basic principles of evolutionary computing: genetic algorithms, evolution strategies, evolutionary programming, genetic programming, learning classifier systems, population models, and applications. It includes detailed coverage of binary and real encoding, including selection, crossover, and mutation, and discusses the (m+l) and (m,l) evolution strategy principles. The focus then shifts to applications: decision strategy selection, training and design of neural networks, several approaches to pattern recognition, cellular automata, applications of genetic programming, and more.

About this title

About the Author

Beatrice Lazzerini, D. Dumitrescu, Lakhmi C. Jain. A. Dumitrescu

Edition details

• Publisher: CRC Press
• Publication date: 2000
• Language: English
• ISBN 10: 0849305888
• ISBN 13: 9780849305887
• Binding: Hardcover
• Edition number: 1
• Number of pages: 420