Algorithm Portfolios: Advances, Applications, and Challenges - Couverture souple

Souravlias, Dimitris; Parsopoulos, Konstantinos E.; Kotsireas, Ilias S.; Pardalos, Panos M.

Couverture souple

ISBN 10 : 3030685136 ISBN 13 : 9783030685133

Editeur : Springer, 2021

Synopsis

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, andopen problems in the design of algorithm portfolios and applications are explored to further motivate research in this field.

Détails de l'édition

• Éditeur: Springer
• Date d'édition: 2021
• Langue: anglais
• ISBN 10: 3030685136
• ISBN 13: 9783030685133
• Reliure: Broché
• Numéro d'édition: 1
• Nombre de pages: 108
• Coordonnées du fabricant: Springer Nature Customer Service Center GmbH; ProductSafety@springernature.com; ; Europaplatz 3,69115 Heidelberg, Germany; Heidelberg; 69115; Allemagne