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Evolutionary Algorithms in Theory and Practice

Evolution Strategies, Evolutionary Programming, Genetic Algorithms

Medium: Buch
ISBN: 978-0-19-509971-3
Verlag: Oxford University Press
Erscheinungstermin: 11.01.1996
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This book compares the three most prominent representatives of evolutionary algorithms - genetic algorithms, evolution strategies, and evolutionary programming - computational methods at the border between computer science and evolutionary biology. The algorithms are explained within a common formal framework, thereby clarifying the similarities and differences of these methods. The author also presents new results regarding the role of mutation and selection in genetic algorithms and uses a meta-evolutionary approach to confirm some of the theoretical results.


Produkteigenschaften


  • Artikelnummer: 9780195099713
  • Medium: Buch
  • ISBN: 978-0-19-509971-3
  • Verlag: Oxford University Press
  • Erscheinungstermin: 11.01.1996
  • Sprache(n): Englisch
  • Auflage: Erscheinungsjahr 1996
  • Produktform: Gebunden, HC gerader Rücken kaschiert
  • Gewicht: 663 g
  • Seiten: 328
  • Format (B x H x T): 161 x 240 x 22 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

- Introduction

- Part I: A Comparison of Evolutionary Algorithms

- 1: Organic Evolution and Problem Solving

- 2: Specific Evolutionary Algorithms

- 3: Artificial Landscapes

- 4: An Empirical Comparison

- Part II: Extending Genetic Algorithms

- 5: Selection

- 6: Mutation

- 7: An Experiment in Meta-Evolution

- Summary and Outlook

- Appendix A: Data for the Fletcher-Powell Function

- Appendix B: Data from Selection Experiments

- Appendix D: The Multiprocessor Environment

- Appendix E: Mathematical Symbols

- Bibliography

- Index