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Evolutionary algorithms : the role of mutation and recombination

Author: William M Spears
Publisher: Berlin ; New York : Springer, ©2000.
Series: Natural computing series.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:

Despite decades of work in evolutionary algorithms, there remains an uncertainty as to the relative benefits and detriments of using recombination or mutation. It integrates important prior work and  Read more...

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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: William M Spears
ISBN: 3540669507 9783540669500
OCLC Number: 45044122
Description: xiv, 222 pages : illustrations ; 24 cm.
Contents: 1. Introduction --
2. Background --
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 --
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 --
14. Empirical Validation --
15. Summary and Discussion --
Appendix: Formal Computations for Aggregation.
Series Title: Natural computing series.
Responsibility: William M. Spears.
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