Introduction to Genetic Algorithms Contributor(s): Sivanandam, S. N. (Author), Deepa, S. N. (Author) |
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ISBN: 354073189X ISBN-13: 9783540731894 Publisher: Springer
Binding Type: Hardcover - See All Available Formats & Editions Published: October 2007 Annotation: The book contains basic concepts, several applications of Genetic Algorithms and solved Genetic Problems using MATLAB software and C/C]+. The salient features of the book include - detailed explanation of Genetic Algorithm concepts, - numerous Genetic Algorithm Optimization Problems, - study on various types of Genetic Algorithms, - implementation of Optimization problem using C and C++, - simulated solutions for Genetic Algorithm problems using MATLAB 7.0, - brief description on the basics of Genetic Programming, - application case studies on Genetic Algorithm on emerging fields. |
Additional Information |
BISAC Categories: - Computers | Programming - Algorithms - Mathematics | Applied - Computers | Intelligence (ai) & Semantics |
Dewey: 005.1 |
LCCN: 2007930221 |
Physical Information: 1.23" H x 6.26" W x 9.52" L (1.77 lbs) 464 pages |
Features: Bibliography, Illustrated, Index, Table of Contents |
Descriptions, Reviews, Etc. |
Publisher Description: Theoriginofevolutionaryalgorithmswasanattempttomimicsomeoftheprocesses taking place in natural evolution. Although the details of biological evolution are not completely understood (even nowadays), there exist some points supported by strong experimental evidence: - Evolution is a process operating over chromosomes rather than over organisms. The former are organic tools encoding the structure of a living being, i.e., a cr- ture is "built" decoding a set of chromosomes. - Natural selection is the mechanism that relates chromosomes with the ef ciency of the entity they represent, thus allowing that ef cient organism which is we- adapted to the environment to reproduce more often than those which are not. - The evolutionary process takes place during the reproduction stage. There exists a large number of reproductive mechanisms in Nature. Most common ones are mutation (that causes the chromosomes of offspring to be different to those of the parents) and recombination (that combines the chromosomes of the parents to produce the offspring). Based upon the features above, the three mentioned models of evolutionary c- puting were independently (and almost simultaneously) developed. |
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