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Genetic programming : on the programming of computers by means of natural selection

Author: John R Koza
Publisher: Cambridge, Mass. : MIT Press, ©1992.
Series: Complex adaptive systems.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:

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  Read more...

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Document Type: Book
All Authors / Contributors: John R Koza
ISBN: 0262111705 9780262111706
OCLC Number: 26263956
Language Note: English.
Notes: "A Bradford book."
Description: xiv, 819 pages : illustrations ; 27 cm.
Contents: 1. Introduction and Overview --
2. Pervasiveness of the Problem of Program Induction --
3. Introduction to Genetic Algorithms --
4. The Representation Problem for Genetic Algorithms --
5. Overview of Genetic Programming --
6. Detailed Description of Genetic Programming --
7. Four Introductory Examples of Genetic Programming --
8. Amount of Processing Required to Solve a Problem --
9. Nonrandomness of Genetic Programming --
10. Symbolic Regression --
Error-Driven Evolution --
11. Control --
Cost-Driven Evolution --
12. Evolution of Emergent Behavior --
13. Evolution of Subsumption --
14. Entropy-Driven Evolution --
15. Evolution of Strategy --
16. Co-Evolution --
17. Evolution of Classification --
18. Iteration, Recursion, and Setting --
19. Evolution of Constrained Syntactic Structures --
20. Evolution of Building Blocks --
21. Evolution of Hierarchies of Building Blocks --
22. Parallelization of Genetic Programming --
23. Ruggedness of Genetic Programming --
24. Extraneous Variables and Functions --
25. Operational Issues --
26. Review of Genetic Programming --
27. Comparison with Other Paradigms --
28. Spontaneous Emergence of Self-Replicating and Evolutionarily Self-Improving Computer Programs --
29. Conclusions --
Appendix A: Computer Implementation --
Appendix B: Problem-Specific Part of Simple LISP Code --
Appendix C: Kernel of the Simple LISP Code --
Appendix D: Embellishments to the Simple LISP Code --
Appendix E: Streamlined Version of EVAL --
Appendix F: Editor for Simplifying S-Expressions --
Appendix G: Testing the Simple LISP Code --
Appendix H: Time-Saving Techniques --
Appendix l: List of Special Symbols --
Appendix J: List of Special Functions.
Series Title: Complex adaptive systems.
Responsibility: John R. Koza.

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The research reported in this book is a tour de force. For the first time, since the idea was bandied about in the '40s and early '50s, we have a non-trivial, nontailored set of examples of automatic Read more...

 
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