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An Online Learning-based Metaheuristic for Solving Combinatorial Optimization Problems

Maryam Karimi-Mamaghan 1, 2 Mehrdad Mohammadi 2, 3 Bastien Pasdeloup 2, 3 Romain Billot 2, 3 Patrick Meyer 2, 3 
1 IMT Atlantique - IMT Atlantique Bretagne-Pays de la Loire
2 Lab-STICC_IMTA_CID_DECIDE
Lab-STICC - Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance
3 IMT Atlantique - LUSSI - Département Logique des Usages, Sciences sociales et Sciences de l'Information
Abstract : The goal of this contribution is twofold: 1) Proposing a state of the art review on hybridization methods between MHs and ML; and 2) Introducing the concept of a novel approach focused on online learning in population-based MHs.
Keywords : Metaheuristics Machine learning Hybridization Combinatorial optimization
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https://hal-imt-atlantique.archives-ouvertes.fr/hal-02506178
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Submitted on : Thursday, March 12, 2020 - 10:52:08 AM
Last modification on : Monday, April 4, 2022 - 9:28:21 AM
Long-term archiving on: : Saturday, June 13, 2020 - 1:34:23 PM

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  • HAL Id : hal-02506178, version 1

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UNIV-BREST | INSTITUT-TELECOM | CNRS | ENIB | LAB-STICC | IMT-ATLANTIQUE

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Maryam Karimi-Mamaghan, Mehrdad Mohammadi, Bastien Pasdeloup, Romain Billot, Patrick Meyer. An Online Learning-based Metaheuristic for Solving Combinatorial Optimization Problems. ROADEF 2020 : 21ème Congrès Annuel de la Société Française de Recherche Opérationnelle et d’Aide à la Décision, Feb 2020, Montpellier, France. ⟨hal-02506178⟩

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