Theory of randomized search heuristics: foundations and recent developments
Randomized search heuristics such as evolutionary algorithms, genetic algorithms, evolution strategies, ant colony and particle swarm optimization turn out to be highly successful for optimization in practice. The theory of randomized search heuristics, which has been growing rapidly in the last fiv...
Gespeichert in:
| Weitere Verfasser: | , |
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| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
New Jersey ; London ; Singapore ; Beijing ; Shanghai ; Hong Kong ; Taipei ; Chennai
World Scientific
2011
|
| Schriftenreihe: | Series on theoretical computer science
v. 1 |
| Schlagworte: | |
| Online-Zugang: | FHN01 UPA01 Volltext |
| Zusammenfassung: | Randomized search heuristics such as evolutionary algorithms, genetic algorithms, evolution strategies, ant colony and particle swarm optimization turn out to be highly successful for optimization in practice. The theory of randomized search heuristics, which has been growing rapidly in the last five years, also attempts to explain the success of the methods in practical applications. This book covers both classical results and the most recent theoretical developments in the field of randomized search heuristics such as runtime analysis, drift analysis and convergence. Each chapter provides an overview of a particular domain and gives insights into the proofs and proof techniques of more specialized areas. Open problems still remain widely in randomized search heuristics - being a relatively young and vast field. These problems and directions for future research are addressed and discussed in this book. The book will be an essential source of reference for experts in the domain of randomized search heuristics and also for researchers who are involved or ready to embark in this field. As an advanced textbook, graduate students will benefit from the comprehensive coverage of topics |
| Beschreibung: | 1 Online-Ressource (x, 359 Seiten) Illustrationen |
| ISBN: | 9789814282673 9789814466875 |
Internformat
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| spelling | Theory of randomized search heuristics foundations and recent developments editors, Anne Auger, Benjamin Doerr New Jersey ; London ; Singapore ; Beijing ; Shanghai ; Hong Kong ; Taipei ; Chennai World Scientific 2011 © 2011 1 Online-Ressource (x, 359 Seiten) Illustrationen txt rdacontent c rdamedia cr rdacarrier Series on theoretical computer science v. 1 Randomized search heuristics such as evolutionary algorithms, genetic algorithms, evolution strategies, ant colony and particle swarm optimization turn out to be highly successful for optimization in practice. The theory of randomized search heuristics, which has been growing rapidly in the last five years, also attempts to explain the success of the methods in practical applications. This book covers both classical results and the most recent theoretical developments in the field of randomized search heuristics such as runtime analysis, drift analysis and convergence. Each chapter provides an overview of a particular domain and gives insights into the proofs and proof techniques of more specialized areas. Open problems still remain widely in randomized search heuristics - being a relatively young and vast field. These problems and directions for future research are addressed and discussed in this book. The book will be an essential source of reference for experts in the domain of randomized search heuristics and also for researchers who are involved or ready to embark in this field. As an advanced textbook, graduate students will benefit from the comprehensive coverage of topics Heuristic programming Heuristic algorithms Heuristik (DE-588)4024772-7 gnd rswk-swf Suchverfahren (DE-588)4132315-4 gnd rswk-swf 1\p (DE-588)1071861417 Konferenzschrift gnd-content 2\p (DE-588)4143413-4 Aufsatzsammlung gnd-content Suchverfahren (DE-588)4132315-4 s Heuristik (DE-588)4024772-7 s DE-604 Auger, Anne (DE-588)1011281414 edt Doerr, Benjamin ca. 20./21. Jahrhundert (DE-588)1204931011 edt Erscheint auch als Druck-Ausgabe 978-981-4282-66-6 Erscheint auch als Druck-Ausgabe 981-4282-66-9 http://www.worldscientific.com/worldscibooks/10.1142/7438#t=toc Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Theory of randomized search heuristics foundations and recent developments Heuristic programming Heuristic algorithms Heuristik (DE-588)4024772-7 gnd Suchverfahren (DE-588)4132315-4 gnd |
| subject_GND | (DE-588)4024772-7 (DE-588)4132315-4 (DE-588)1071861417 (DE-588)4143413-4 |
| title | Theory of randomized search heuristics foundations and recent developments |
| title_auth | Theory of randomized search heuristics foundations and recent developments |
| title_exact_search | Theory of randomized search heuristics foundations and recent developments |
| title_full | Theory of randomized search heuristics foundations and recent developments editors, Anne Auger, Benjamin Doerr |
| title_fullStr | Theory of randomized search heuristics foundations and recent developments editors, Anne Auger, Benjamin Doerr |
| title_full_unstemmed | Theory of randomized search heuristics foundations and recent developments editors, Anne Auger, Benjamin Doerr |
| title_short | Theory of randomized search heuristics |
| title_sort | theory of randomized search heuristics foundations and recent developments |
| title_sub | foundations and recent developments |
| topic | Heuristic programming Heuristic algorithms Heuristik (DE-588)4024772-7 gnd Suchverfahren (DE-588)4132315-4 gnd |
| topic_facet | Heuristic programming Heuristic algorithms Heuristik Suchverfahren Konferenzschrift Aufsatzsammlung |
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