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Despite decades of work in evolutionary algorithms, there remains an uncertainty as to the relative benefits and detriments of using recombination or mutation. This book provides a characterization of the roles that recombination and mutation play in evolutionary algorithms. It integrates important prior work and introduces new theoretical techniques for studying evolutionary algorithms. Consequences of the theory are explored and a novel method for comparing search and optimization algorithms is introduced. The focus allows the book to bridge multiple communities, including evolutionary biologists and population geneticists.
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Contenuti
I. Setting the Stage.- 1. Introduction.- 2. Background.- II. Static Theoretical Analyses.- 3. A Survival Schema Theory for Recombination.- 4. A Construction Schema Theory for Recombination.- 5. Survival and Construction Schema Theory for Recombination.- 6. A Survival Schema Theory for Mutation.- 7. A Construction Schema Theory for Mutation.- 8. Schema Theory: Mutation versus Recombination.- 9. Other Static Characterizations of Mutation and Recombination.- III. Dynamic Theoretical Analyses.- 10. Dynamic Analyses of Mutation and Recombination.- 11. A Dynamic Model of Selection and Mutation.- 12. A Dynamic Model of Selection, Recombination, and Mutation.- 13. An Aggregation Algorithm for Markov Chains.- IV. Empirical Analyses.- 14. Empirical Validation.- V. Summary.- 15. Summary and Discussion.- Appendix: Formal Computations for Aggregation.- References.
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Evolutionary Algorithms - The Role of Mutation and Recombination
Da: Versandantiquariat Jena, Jena, Germania
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Hardcover. Condizione: deutliche Gebrauchsspuren. mak. Bibl. / library TitelEvolutionary algorithms : the role of mutation and recombination ; with 23 tables / William M. Spears Person(en)Spears, William M. (Verfasser) VerlagBerlin ; Heidelberg ; New York ; Barcelona ; Hong Kong ; London ; Milan ; Paris ; Singapore ; Tokyo : Springer Zeitliche EinordnungErscheinungsdatum: 2000 Umfang/FormatXIV, 222 S. : graph. Darst. ; 25 cm ISBN/Einband/Preis978-3-540-66950-0 Pp. : DM 69.00 3-540-66950-7 Pp. : DM 69.00 Sprache(n)Englisch (eng) BeziehungenNatural computing series AnmerkungenLiteraturverz. S. 213 - 217 SchlagwörterEvolutionärer Algorithmus Evolutionärer Algorithmus ; Rekombination Evolutionärer Algorithmus ; Mutation Evolutionärer Algorithmus ; Markov-Kette Sachgruppe(n)28 Informatik, Datenverarbeitung ; 27 Mathematik ; 32 Biologie In englischer Sprache. 222 pages. 230x150 mm. Codice articolo 241145
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Evolutionary Algorithms: The Role of Mutation and Recombination (Natural Computing Series).
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Evolutionary Algorithms : The Role of Mutation and Recombination
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Springer Berlin / Heidelberg, 2000
ISBN 10: 3540669507
ISBN 13: 9783540669500
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Evolutionary Algorithms : The Role of Mutation and Recombination
Editore:
Springer Berlin / Heidelberg, 2000
ISBN 10: 3540669507
ISBN 13: 9783540669500
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Da: Better World Books Ltd, Dunfermline, Regno Unito
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Evolutionary Algorithms : The Role of Mutation and Recombination
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Springer Berlin / Heidelberg, 2000
ISBN 10: 3540669507
ISBN 13: 9783540669500
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Evolutionary Algorithms: The Role of Mutation and Recombination (Natural Computing Series)
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Evolutionary Algorithms: The Role of Mutation and Recombination (Natural Computing Series)
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