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MLopez-Ibanez committed Jun 14, 2024
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Expand Up @@ -12277,6 +12277,40 @@ @Article{MarDeBHaeVanSnoBae07
pages = {651--665},
}

@Article{MarLopStuCol2024auto,
author = Martin-Santamaria_R #and# Lopez-Ibanez #and# Stuetzle #and#
Colmenar_JM,
title = {On the automatic generation of metaheuristic algorithms for
combinatorial optimization problems},
journal = ejor,
year = 2024,
doi = {10.1016/j.ejor.2024.06.001},
abstract = {Metaheuristic algorithms have become one of the preferred
approaches for solving optimization problems. Finding the
best metaheuristic for a given problem is often difficult due
to the large number of available approaches and possible
algorithmic designs. Moreover, high-performing metaheuristics
often combine general-purpose and problem-specific
algorithmic components. We propose here an approach for
automatically designing metaheuristics using a flexible
framework of algorithmic components, from which algorithms
are instantiated and evaluated by an automatic configuration
method. The rules for composing algorithmic components are
defined implicitly by the properties of each algorithmic
component, in contrast to previous proposals, which require a
handwritten algorithmic template or grammar. As a result,
extending our framework with additional components, even
problem-specific or user-defined ones, automatically updates
the design space. Furthermore, since the generated algorithms
are made up of components, they can be easily interpreted. We
provide an implementation of our proposal and demonstrate its
benefits by outperforming previous research in three distinct
problems from completely different families: a facility
layout problem, a vehicle routing problem and a clustering
problem.},
keywords = {irace}
}

@Article{MarMarWeiWol2002,
title = {Cutting planes in integer and mixed integer programming},
author = {Marchand, Hugues and Martin, Alexander and Weismantel, Robert and Wolsey, Laurence},
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