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Genetic Programming: On the Programming of Computers by Means of Natural Selection (Complex Adaptive Systems) - Hardcover
Synopsis
In this ground-breaking book, John Koza shows how this remarkable paradigm works and provides substantial empirical evidence that solutions to a great variety of problems from many different fields can be found by genetically breeding populations of computer programs.
Genetic programming may be more powerful than neural networks and other machine learning techniques, able to solve problems in a wider range of disciplines. In this ground-breaking book, John Koza shows how this remarkable paradigm works and provides substantial empirical evidence that solutions to a great variety of problems from many different fields can be found by genetically breeding populations of computer programs. Genetic Programming contains a great many worked examples and includes a sample computer code that will allow readers to run their own programs.In getting computers to solve problems without being explicitly programmed, Koza stresses two points: that seemingly different problems from a variety of fields can be reformulated as problems of program induction, and that the recently developed genetic programming paradigm provides a way to search the space of possible computer programs for a highly fit individual computer program to solve the problems of program induction. Good programs are found by evolving them in a computer against a fitness measure instead of by sitting down and writing them.
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From the Back Cover
Genetic programming may be more powerful than neural networks and other machine learning techniques; it may be able to solve problems in a wider range of disciplines. In this groundbreaking book, the author shows how this remarkable paradigm works and provides substantial empirical evidence that solutions to a great variety of problems from many different fields can be found by genetically breeding populations of computer programs.
About the Author
John R. Koza is Consulting Associate Professor in the Computer Science Department at Stanford University.
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- PublisherBradford Books
- Publication date1992
- ISBN 10 0262111705
- ISBN 13 9780262111706
- BindingHardcover
- LanguageEnglish
- Edition number1
- Number of pages840
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Genetic Programming: On the Programming of Computers by Means of Natural Selection (Complex Adaptive Systems)
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Bradford Books (edition 1), 1992
ISBN 10: 0262111705
ISBN 13: 9780262111706
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