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Genetic programming II Book

Genetic programming II
Genetic programming II, Genetic Programming II extends the results of John Koza's ground-breaking work on programming by means of natural selection, described in his first book, Genetic Programming. Using a hierarchical approach, Koza shows that complex problems can be solved by, Genetic programming II has a rating of 3.5 stars
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Genetic programming II, Genetic Programming II extends the results of John Koza's ground-breaking work on programming by means of natural selection, described in his first book, Genetic Programming. Using a hierarchical approach, Koza shows that complex problems can be solved by, Genetic programming II
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  • Genetic programming II
  • Written by author John R Koza
  • Published by Cambridge, Mass. : MIT Press, c1994., 1994/07/04
  • Genetic Programming II extends the results of John Koza's ground-breaking work on programming by means of natural selection, described in his first book, Genetic Programming. Using a hierarchical approach, Koza shows that complex problems can be solved by
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Preface
Acknowledgments
1 Introduction 1
2 Background on Genetic Algorithms, LISP, and Genetic Programming 21
3 Hierarchical Problem-Solving 45
4 Introduction to Automatically Defined Functions - The Two-Boxes Problem 57
5 Problems that Straddle the Breakeven Point for Computational Effort 109
6 Boolean Parity Functions 157
7 Determining the Architecture of the Program 201
8 The Lawnmower Problem 225
9 The Bumblebee Problem 275
10 The Increasing Benefits of ADFs as Problems are Scaled Up 301
11 Finding an Impulse Response Function 307
12 Artificial Ant on the San Mateo Trail 349
13 Obstacle-Avoiding Robot 365
14 The Minesweeper Problem 377
15 Automatic Discovery of Detectors for Letter Recognition 389
16 Flushes and Four-of-a-Kinds in a Pinochle Deck 417
17 Introduction to Biochemistry and Molecular Biology 429
18 Prediction of Transmembrane Domains in Proteins 445
19 Prediction of Omega Loops in Proteins 493
20 Lookahead Version of the Transmembrane Problem 505
21 Evolutionary Selection of the Architecture of the Program 525
22 Evolution of Primitives and Sufficiency 575
23 Evolutionary Selection of Terminals 597
24 Evolution of Closure 601
25 Simultaneous Evolution of Architecture, Primitive Functions, Terminals, Sufficiency, and Closure 611
26 The Role of Representation and the Lens Effect 619
27 Conclusion 643
Appendix A: List of Special Symbols 647
Appendix B: List of Special Functions 651
Appendix C: List of Type Fonts 653
Appendix D: Default Parameters 655
Appendix E: Computer Implementation 661
Appendix F: Annotated Bibliography of Genetic Programming 697
Appendix G: Electronic Mailing List and Public Repository 717
Bibliography 719
Index 735


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