Genetic Algorithms + Data Structures = Evolution Programs

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Bibliographic Details
Main Author: Michalewicz, Zbigniew
Format: eBook
Language:English
Published: Berlin, Heidelberg Springer Berlin / Heidelberg 1994
Edition:2
Subjects:
ISBN:9783662074206, 3662074206
Online Access:Get full text
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Table of Contents:
  • Intro -- Genetic Algorithms + Data Structures = Evolution Programs Second, Extended Edition -- Copyright -- Preface to the Second Edition -- Preface to the First Edition -- Table of Contents -- Introduction -- Part I Genetic Algorithms -- 1. GAs: What Are They? -- 2. GAs: How Do They Work? -- 3. GAs: Why Do They Work? -- 4. GAs: Selected Topics -- Part II Numerical Optimization -- 5. Binary or Float? -- 6. Fine Local Tuning -- 7. Handling Constraints -- 8. Evolution Strategies and Other Methods -- Part III Evolution Programs -- 9. The Transportation Problem -- 10. The Traveling Salesman Problem -- 11. Drawing Graphs, Scheduling, Partitioning, and Path Planning -- 12. Machine Learning -- Conclusions -- Appendix -- References -- Index