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Genetic Algorithms + Data Structures = Evolution Programs

โœ Scribed by Zbigniew Michalewicz


Publisher
Springer-Verlag
Year
1998
Tongue
English
Leaves
388
Edition
3rd rev. and extended ed
Category
Library

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โœฆ Synopsis


Zbigniew Michalewicz's Genetic Algorithms + Data Structures = Evolution Programs has three sections. The first section is a straightforward introduction to genetic algorithms. In the second section, Michalewicz describes how to apply genetic algorithms to numerical optimization. Michalewicz, who is a pioneer in this field, discusses the rationale for using genetic algorithms for numerical optimization and describes several experiments that show how this new type of genetic algorithm performs. The author devotes the third section of the book to evolution programs.


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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 travelin