An Introduction to Genetic Algorithms (Complex Adaptive Systems)
Language: English
Published by Bradford Books, 1996
- Hardcover
- Used
Seller: clickgoodwillbooks, Indianapolis, IN, U.S.A.clickgoodwillbooks
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Condition: Used - Fair
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Used - Acceptable: All pages and the cover are intact, but shrink wrap, dust covers, or boxed set case may be missing. Pages may include limited notes, highlighting, or minor water damage but the text is readable. Item may be missing bundled media.
Seller Inventory # CSIV.0262133164.A
- Title
- An Introduction to Genetic Algorithms (Complex Adaptive Systems)
- Author
- Mitchell, Melanie
- Publisher
- Bradford Books
- Publication year
- 1996
- Condition
- acceptable
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 0262133164
- ISBN 13
- 9780262133166
The descriptions of applications and modeling projects stretch beyond the strict boundaries of computer science to include dynamical systems theory, game theory, molecular biology, ecology, evolutionary biology, and population genetics, underscoring the exciting "general purpose" nature of genetic algorithms as search methods that can be employed across disciplines.
An Introduction to Genetic Algorithms is accessible to students and researchers in any scientific discipline. It includes many thought and computer exercises that build on and reinforce the reader's understanding of the text.
The first chapter introduces genetic algorithms and their terminology and describes two provocative applications in detail. The second and third chapters look at the use of genetic algorithms in machine learning (computer programs, data analysis and prediction, neural networks) and in scientific models (interactions among learning, evolution, and culture; sexual selection; ecosystems; evolutionary activity). Several approaches to the theory of genetic algorithms are discussed in depth in the fourth chapter. The fifth chapter takes up implementation, and the last chapter poses some currently unanswered questions and surveys prospects for the future of evolutionary computation.
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clickgoodwillbooks
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