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More copies of this ISBN:

Genetic Algorithms in Search, Optimization, and Machine Learning

by David E. Goldberg

Genetic Algorithms in Search, Optimization, and Machine Learning Cover

ISBN13: 9780201157673
ISBN10: 0201157675
Condition: Standard
All Product Details

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Synopses & Reviews

Publisher Comments:

This book brings together - in an informal and tutorial fashion - the computer techniques, mathematical tools, and research results that will enable both students and practitioners to apply genetic algorithms to problems in many fields.

Major concepts are illustrated with running examples, and major algorithms are illustrated by Pascal computer programs. No prior knowledge of GAs or genetics is assumed, and only a minimum of computer programming and mathematics background is required.

0201157675B07092001

Synopsis:

This text introduces the theory, operation, and application of genetic algorithms- search algorithms based on the mechanics of natural selection and genetics. Although genetic algorithms are already considered to be an important methodology in the development of search and machine-learning methods, only recently have they received attention in other research and industrial circles.

Description:

Includes bibliographical references (p. [381]-401).

Table of Contents

Genetic Algorithms Revisited: Mathematical Foundations.

Computer Implementation of a Genetic Algorithm.

Some Applications of Genetic Algorithms.

Advanced Operators and Techniques in Genetic Search.

Introduction to Genetics-Based Machine Learning.

Applications of Genetics-Based Machine Learning.

A Look Back, A Glance Ahead.

Appendixes.


Product Details

ISBN:
9780201157673
Author:
Goldberg, David E.
Publisher:
Addison-Wesley Professional
Location:
Reading, Mass. :
Subject:
Computer Mathematics
Subject:
Artificial Intelligence
Subject:
Discrete Mathematics
Subject:
Algorithms
Subject:
Machine Theory
Subject:
Machine learning
Subject:
Genetic algorithms
Subject:
Combinatorial optimization
Subject:
Artificial Intelligence - General
Subject:
Intelligence (AI) & Semantics
Edition Description:
Repr. with corrections.
Series Volume:
360
Publication Date:
January 1989
Binding:
Hardcover
Grade Level:
Professional and scholarly
Language:
English
Illustrations:
Yes
Pages:
432
Dimensions:
9.50x7.73x.90 in. 1.82 lbs.

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