Evolutionary Algorithms in Theory and Practice: Evolution Strategies, Evolutionary Programming, Genetic Algorithms - Rilegato

Bäck, Thomas

Rilegato

ISBN 10: 0195099710 ISBN 13: 9780195099713

Casa editrice: OUP USA, 1996

Riassunto

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.

Su questo libro

Recensione

The reviewed book gives an unified mathematical representation of evolutionary algorithms. The book can be useful to researches in the theory of evolutionary algorithms. (Zeischrift fur Mathematik)

Contenuti

• 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

Dettagli dell?edizione

• Editore: OUP USA
• Data di pubblicazione: 1996
• Lingua: Inglese
• ISBN 10: 0195099710
• ISBN 13: 9780195099713
• Rilegatura: Copertina rigida
• Numero di pagine: 328
• Contatto del produttore: non disponibile
• Persona responsabile: Ufficio Anagrafiche Messaggerie; ufficio.anagrafiche@meli.it; ; Via Verdi, 8.; Assago Milano; 20090; Italia