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Genetic Programming: On the Programming of Computers by Means of Natural Selection (Complex Adaptive Systems)

Genetic Programming: On the Programming of Computers by Means of Natural Selection (Complex Adaptive Systems)

Current price: $70.00
Publication Date: December 11th, 1992
Publisher:
Bradford Books
ISBN:
9780262527910
Pages:
836
Special Order - Subject to Availability

Description

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.

About the Author

John R. Koza is Consulting Associate Professor in the Computer Science Department at Stanford University.