Genetic Algorithms + Data Structures = Evolution Programs Hardcover - 1996
by Zbigniew Michalewicz
From the rear cover
Genetic algorithms are founded upon the principle of evolution, i.e., survival of the fittest. Hence evolution programming techniques, based on genetic algorithms, are applicable to many hard optimization problems, such as optimization of functions with linear and nonlinear constraints, the traveling salesman problem, and problems of scheduling, partitioning, and control. The importance of these techniques is still growing, since evolution programs are parallel in nature, and parallelism is one of the most promising directions in computer science. The aim of this book is to talk about the field of evolutionary computation in simple terms, and discuss the simplicity and elegance of its methods on many interesting test cases. The book may serve as a guide to writing an evolution program, and to making this an enjoyable experience. It is self-contained and the only prerequisite is basic undergraduate mathematics. Aimed at researchers, practitioners, and graduate students, it may serve as a text for advanced courses in computer science and artificial intelligence, operations research, and engineering. This third edition has been substantially revised and extended. Three new chapters discuss the recent paradigm of genetic programming, heuristic methods and constraint handling, and current directions of research. Additional appendices contain test functions for experiments with evolutionary techniques and discuss possible projects for use in a project-oriented course.
Details
- Title Genetic Algorithms + Data Structures = Evolution Programs
- Author Zbigniew Michalewicz
- Binding Hardcover
- Edition International ed
- Pages 387
- Volumes 1
- Language ENG
- Publisher Springer, 3., überarb. Und Erw. A., Korr. 2. Nachdr.
- Date 1996-03-21
- Illustrated Yes
- Features Illustrated
- ISBN 9783540606765 / 3540606769
- Weight 1.56 lbs (0.71 kg)
- Dimensions 9.54 x 6.39 x 1 in (24.23 x 16.23 x 2.54 cm)
- Library of Congress Catalog Number 95048027
- Dewey Decimal Code 006.3
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