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The Road to VEGAS: Guiding the Search over ...
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Document type :
Communication dans un congrès avec actes
DOI :
10.1145/2001576.2001842
Title :
The Road to VEGAS: Guiding the Search over Neutral Networks
Author(s) :
Kessaci, Marie-Eleonore [Auteur] refId
Laboratoire d'Informatique Fondamentale de Lille [LIFL]
Dhaenens, Clarisse [Auteur] refId
Parallel Cooperative Multi-criteria Optimization [DOLPHIN]
Laboratoire d'Informatique Fondamentale de Lille [LIFL]
Jourdan, Laetitia [Auteur] refId
Parallel Cooperative Multi-criteria Optimization [DOLPHIN]
Laboratoire d'Informatique Fondamentale de Lille [LIFL]
Liefooghe, Arnaud [Auteur] refId
Parallel Cooperative Multi-criteria Optimization [DOLPHIN]
Laboratoire d'Informatique Fondamentale de Lille [LIFL]
Verel, Sébastien [Auteur]
Laboratoire d'Informatique, Signaux, et Systèmes de Sophia-Antipolis (I3S) / Groupe SCOBI
Parallel Cooperative Multi-criteria Optimization [DOLPHIN]
Conference title :
Genetic And Evolutionary Computation Conference
City :
Dublin
Country :
Irlande
Start date of the conference :
2011-06-12
Book title :
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Publisher :
ACM
Publication date :
2011-07-12
HAL domain(s) :
Informatique [cs]/Intelligence artificielle [cs.AI]
English abstract : [en]
VEGAS (Varying Evolvability-Guided Adaptive Search) is a new methodology proposed to deal with the neutrality property of some optimization problems. ts main feature is to consider the whole neutral network rather than an ...
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VEGAS (Varying Evolvability-Guided Adaptive Search) is a new methodology proposed to deal with the neutrality property of some optimization problems. ts main feature is to consider the whole neutral network rather than an arbitrary solution. Moreover, VEGAS is designed to escape from plateaus based on the evolvability of solution and a multi-armed bandit. Experiments are conducted on NK-landscapes with neutrality. Results show the importance of considering the whole neutral network and of guiding the search cleverly. The impact of the level of neutrality and of the exploration-exploitation trade-off are deeply analyzed.Show less >
Language :
Anglais
Peer reviewed article :
Oui
Audience :
Internationale
Popular science :
Non
Collections :
  • Centre de Recherche en Informatique, Signal et Automatique de Lille (CRIStAL) - UMR 9189
Source :
Harvested from HAL
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  • http://arxiv.org/pdf/1207.4626
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  • https://hal.archives-ouvertes.fr/hal-00579990/document
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