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Algorithm portfolios: advances, applications, and challenges

This book covers algorithm portfolios, multi-method schemes that harness optimization algorithms into a joint framework to solve optimization problems. It is expected to be a primary reference point for researchers and doctoral students in relevant domains that seek a quick exposure to the field. Th...

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Detalles Bibliográficos
Autores principales: Souravlias, Dimitris, Parsopoulos, Konstantinos E, Kotsireas, Ilias S, Pardalos, Panos M
Lenguaje:eng
Publicado: Springer 2021
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-030-68514-0
http://cds.cern.ch/record/2763324
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author Souravlias, Dimitris
Parsopoulos, Konstantinos E
Kotsireas, Ilias S
Pardalos, Panos M
author_facet Souravlias, Dimitris
Parsopoulos, Konstantinos E
Kotsireas, Ilias S
Pardalos, Panos M
author_sort Souravlias, Dimitris
collection CERN
description This book covers algorithm portfolios, multi-method schemes that harness optimization algorithms into a joint framework to solve optimization problems. It is expected to be a primary reference point for researchers and doctoral students in relevant domains that seek a quick exposure to the field. The presentation focuses primarily on the applicability of the methods and the non-expert reader will find this book useful for starting designing and implementing algorithm portfolios. The book familiarizes the reader with algorithm portfolios through current advances, applications, and open problems. Fundamental issues in building effective and efficient algorithm portfolios such as selection of constituent algorithms, allocation of computational resources, interaction between algorithms and parallelism vs. sequential implementations are discussed. Several new applications are analyzed and insights on the underlying algorithmic designs are provided. Future directions, new challenges, and open problems in the design of algorithm portfolios and applications are explored to further motivate research in this field.
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institution Organización Europea para la Investigación Nuclear
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publishDate 2021
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spelling cern-27633242021-04-21T16:38:35Zdoi:10.1007/978-3-030-68514-0http://cds.cern.ch/record/2763324engSouravlias, DimitrisParsopoulos, Konstantinos EKotsireas, Ilias SPardalos, Panos MAlgorithm portfolios: advances, applications, and challengesMathematical Physics and MathematicsThis book covers algorithm portfolios, multi-method schemes that harness optimization algorithms into a joint framework to solve optimization problems. It is expected to be a primary reference point for researchers and doctoral students in relevant domains that seek a quick exposure to the field. The presentation focuses primarily on the applicability of the methods and the non-expert reader will find this book useful for starting designing and implementing algorithm portfolios. The book familiarizes the reader with algorithm portfolios through current advances, applications, and open problems. Fundamental issues in building effective and efficient algorithm portfolios such as selection of constituent algorithms, allocation of computational resources, interaction between algorithms and parallelism vs. sequential implementations are discussed. Several new applications are analyzed and insights on the underlying algorithmic designs are provided. Future directions, new challenges, and open problems in the design of algorithm portfolios and applications are explored to further motivate research in this field.Springeroai:cds.cern.ch:27633242021
spellingShingle Mathematical Physics and Mathematics
Souravlias, Dimitris
Parsopoulos, Konstantinos E
Kotsireas, Ilias S
Pardalos, Panos M
Algorithm portfolios: advances, applications, and challenges
title Algorithm portfolios: advances, applications, and challenges
title_full Algorithm portfolios: advances, applications, and challenges
title_fullStr Algorithm portfolios: advances, applications, and challenges
title_full_unstemmed Algorithm portfolios: advances, applications, and challenges
title_short Algorithm portfolios: advances, applications, and challenges
title_sort algorithm portfolios: advances, applications, and challenges
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-030-68514-0
http://cds.cern.ch/record/2763324
work_keys_str_mv AT souravliasdimitris algorithmportfoliosadvancesapplicationsandchallenges
AT parsopouloskonstantinose algorithmportfoliosadvancesapplicationsandchallenges
AT kotsireasiliass algorithmportfoliosadvancesapplicationsandchallenges
AT pardalospanosm algorithmportfoliosadvancesapplicationsandchallenges