Algorithm portfolios : advances, applications, and challenges / Dimitris Souravlias, Konstantinos E. Parsopoulos, Ilias S. Kotsireas, Panos M. Pardalos.
Souravlias, Dimitris, author.; Parsopoulos, Konstantinos E., 1974- author.; Kotsireas, Ilias S., author.; Pardalos, P. M. (Panos M.), 1954- author
2021
QA9.58
Available Online

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Title Algorithm portfolios : advances, applications, and challenges / Dimitris Souravlias, Konstantinos E. Parsopoulos, Ilias S. Kotsireas, Panos M. Pardalos.
Author Souravlias, Dimitris, author.
ISBN 9783030685140 (electronic bk.)
3030685144 (electronic bk.)
9783030685157 (print)
3030685152
3030685136
9783030685133
DOI https://doi.org/10.1007/978-3-030-68514-0
Published Cham, Switzerland : Springer, [2021]
Language English
Description 1 online resource (xiv, 92 pages) : illustrations
Item Number 10.1007/978-3-030-68514-0 doi
Call Number QA9.58
Dewey Decimal Classification 518.1
Summary 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.
Bibliography, etc. Note Includes bibliographical references.
Access Note Access limited to authorized users.
Digital File Characteristics text file
PDF
Source of Description Online resource; title from PDF title page (SpringerLink, viewed April 19, 2021).
Added Author Parsopoulos, Konstantinos E., 1974- author.
Kotsireas, Ilias S., author.
Pardalos, P. M. (Panos M.), 1954- author
Series SpringerBriefs in optimization.
Available in Other Form Print version: 9783030685133
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1. Metaheuristic optimization algorithms
2. Algorithm portfolios
3. Selection of constituent algorithms
4. Allocation of computation resources
5. Sequential and parallel models
6. Recent applications
7. Epilogue.

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