Tuning metaheuristics : a machine learning perspective
The importance of tuning metaheuristics is widely acknowledged in scientific literature. However, there is very little dedicated research on the subject. Typically, scientists and practitioners tune metaheuristics by hand, guided only by their experience and by some rules of thumb. Tuning metaheuris...
שמור ב:
| מחבר ראשי: | |
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| מחברים אחרים: | |
| פורמט: | Livre numérique |
| שפה: | Anglais |
| יצא לאור: |
Berlin, Heidelberg :
Springer Berlin Heidelberg
[20..].
Cham : Springer Nature |
| מהדורה: | 1st ed. 2009. |
| סדרה: | Studies in Computational Intelligence
197 |
| גישה מקוונת: | Accès sur la plateforme de l'éditeur Accès sur la plateforme Istex Accès Université d'Orléans Accès INSA CVL |
| הערה: |
Archives Springer e-books (Licence nationale) Archives Springer e-books (Licence nationale) |
| Autres localisations: | Voir dans le Sudoc |
| Edition sous un autre format: | • Tuning Metaheuristics, Texte imprimé, 9783642004827 • Tuning Metaheuristics, Texte imprimé, 9783642101496 • Tuning Metaheuristics, Texte imprimé, 9783642005459 • Tuning Metaheuristics, Texte imprimé, 9783642004827 |
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| 082 | |a 519 | ||
| 100 | 1 | |a Birattari, Mauro. | |
| 245 | 1 | 0 | |a Tuning metaheuristics : |b a machine learning perspective |c by Mauro Birattari ; edited by Janusz Kacprzyk. |
| 250 | |a 1st ed. 2009. | ||
| 260 | |a Berlin, Heidelberg : |b Springer Berlin Heidelberg. | ||
| 260 | |a Cham : |b Springer Nature, |c [20..]. | ||
| 490 | 0 | |a Studies in Computational Intelligence |v 197 |x 1860-9503 | |
| 500 | |a Archives Springer e-books (Licence nationale) | ||
| 500 | |a Archives Springer e-books (Licence nationale) | ||
| 505 | 1 | |a Background and State-of-the-Art Statement of the Tuning Problem F-Race for Tuning Metaheuristics Experiments and Applications Some Considerations on the Experimental Methodology Conclusions | |
| 506 | |a Accès en ligne pour les établissements français bénéficiaires des licences nationales | ||
| 506 | |a Accès soumis à abonnement pour tout autre établissement | ||
| 506 | |a Conditions particulières de réutilisation pour les bénéficiaires des licences nationales. https://www.licencesnationales.fr/springer-nature-ebooks-contrat-licence-ln-2017 | ||
| 520 | |a The importance of tuning metaheuristics is widely acknowledged in scientific literature. However, there is very little dedicated research on the subject. Typically, scientists and practitioners tune metaheuristics by hand, guided only by their experience and by some rules of thumb. Tuning metaheuristics is often considered to be more of an art than a science. This book lays the foundations for a scientific approach to tuning metaheuristics. The fundamental intuition that underlies Birattari's approach is that the tuning problem has much in common with the problems that are typically faced in machine learning. By adopting a machine learning perspective, the author gives a formal definition of the tuning problem, develops a generic algorithm for tuning metaheuristics, and defines an appropriate experimental methodology for assessing the performance of metaheuristics | ||
| 700 | 1 | |a Kacprzyk, Janusz, |d 1947- |4 pbd | |
| 776 | 0 | |t Tuning Metaheuristics |b Texte imprimé |z 9783642004827 | |
| 776 | 0 | |t Tuning Metaheuristics |b Texte imprimé |z 9783642101496 | |
| 776 | 0 | |t Tuning Metaheuristics |b Texte imprimé |z 9783642005459 | |
| 776 | 0 | |t Tuning Metaheuristics |b Texte imprimé |z 9783642004827 | |
| 856 | 4 | |q PDF |u https://doi.org/10.1007/978-3-642-00483-4 |z Accès sur la plateforme de l'éditeur | |
| 856 | 4 | |u https://revue-sommaire.istex.fr/ark:/67375/8Q1-C9374M8H-J |z Accès sur la plateforme Istex | |
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