Evolutionary Algorithms: The Role of Mutation and Recombination
Despite decades of work in evolutionary algorithms, there remains a lot of uncertainty as to when it is beneficial or detrimental to use recombination or mutation. This book provides a characterization of the roles that recombination and mutation play in evolutionary algorithms. It integrates prior...
Saved in:
| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Berlin, Heidelberg
Springer Berlin Heidelberg
2000
|
| Edition: | 1st ed. 2000 |
| Series: | Natural Computing Series
|
| Subjects: | |
| Online Access: | UBY01 Volltext |
| Summary: | Despite decades of work in evolutionary algorithms, there remains a lot of uncertainty as to when it is beneficial or detrimental to use recombination or mutation. This book provides a characterization of the roles that recombination and mutation play in evolutionary algorithms. It integrates prior theoretical work and introduces new theoretical techniques for studying evolutionary algorithms. An aggregation algorithm for Markov chains is introduced which is useful for studying not only evolutionary algorithms specifically, but also complex systems in general. Practical consequences of the theory are explored and a novel method for comparing search and optimization algorithms is introduced. A focus on discrete rather than real-valued representations allows the book to bridge multiple communities, including evolutionary biologists and population geneticists |
| Physical Description: | 1 Online-Ressource (XIV, 222 p) |
| ISBN: | 9783662041994 |
| DOI: | 10.1007/978-3-662-04199-4 |
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| spelling | Spears, William M. Verfasser aut Evolutionary Algorithms The Role of Mutation and Recombination by William M. Spears 1st ed. 2000 Berlin, Heidelberg Springer Berlin Heidelberg 2000 1 Online-Ressource (XIV, 222 p) txt rdacontent c rdamedia cr rdacarrier Natural Computing Series Despite decades of work in evolutionary algorithms, there remains a lot of uncertainty as to when it is beneficial or detrimental to use recombination or mutation. This book provides a characterization of the roles that recombination and mutation play in evolutionary algorithms. It integrates prior theoretical work and introduces new theoretical techniques for studying evolutionary algorithms. An aggregation algorithm for Markov chains is introduced which is useful for studying not only evolutionary algorithms specifically, but also complex systems in general. Practical consequences of the theory are explored and a novel method for comparing search and optimization algorithms is introduced. A focus on discrete rather than real-valued representations allows the book to bridge multiple communities, including evolutionary biologists and population geneticists Artificial Intelligence Mathematical Logic and Foundations Evolutionary Biology Algorithm Analysis and Problem Complexity Mathematics of Computing Computer Appl. in Life Sciences Artificial intelligence Mathematical logic Evolutionary biology Algorithms Computer science—Mathematics Bioinformatics Computational biology Evolutionärer Algorithmus (DE-588)4366912-8 gnd rswk-swf Evolutionärer Algorithmus (DE-588)4366912-8 s DE-604 Erscheint auch als Druck-Ausgabe 9783642086243 Erscheint auch als Druck-Ausgabe 9783540669500 Erscheint auch als Druck-Ausgabe 9783662042007 https://doi.org/10.1007/978-3-662-04199-4 Verlag URL des Eerstveröffentlichers Volltext |
| spellingShingle | Spears, William M. Evolutionary Algorithms The Role of Mutation and Recombination Artificial Intelligence Mathematical Logic and Foundations Evolutionary Biology Algorithm Analysis and Problem Complexity Mathematics of Computing Computer Appl. in Life Sciences Artificial intelligence Mathematical logic Evolutionary biology Algorithms Computer science—Mathematics Bioinformatics Computational biology Evolutionärer Algorithmus (DE-588)4366912-8 gnd |
| subject_GND | (DE-588)4366912-8 |
| title | Evolutionary Algorithms The Role of Mutation and Recombination |
| title_auth | Evolutionary Algorithms The Role of Mutation and Recombination |
| title_exact_search | Evolutionary Algorithms The Role of Mutation and Recombination |
| title_exact_search_txtP | Evolutionary Algorithms The Role of Mutation and Recombination |
| title_full | Evolutionary Algorithms The Role of Mutation and Recombination by William M. Spears |
| title_fullStr | Evolutionary Algorithms The Role of Mutation and Recombination by William M. Spears |
| title_full_unstemmed | Evolutionary Algorithms The Role of Mutation and Recombination by William M. Spears |
| title_short | Evolutionary Algorithms |
| title_sort | evolutionary algorithms the role of mutation and recombination |
| title_sub | The Role of Mutation and Recombination |
| topic | Artificial Intelligence Mathematical Logic and Foundations Evolutionary Biology Algorithm Analysis and Problem Complexity Mathematics of Computing Computer Appl. in Life Sciences Artificial intelligence Mathematical logic Evolutionary biology Algorithms Computer science—Mathematics Bioinformatics Computational biology Evolutionärer Algorithmus (DE-588)4366912-8 gnd |
| topic_facet | Artificial Intelligence Mathematical Logic and Foundations Evolutionary Biology Algorithm Analysis and Problem Complexity Mathematics of Computing Computer Appl. in Life Sciences Artificial intelligence Mathematical logic Evolutionary biology Algorithms Computer science—Mathematics Bioinformatics Computational biology Evolutionärer Algorithmus |
| url | https://doi.org/10.1007/978-3-662-04199-4 |
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