Algorithm portfolios : advances, applications, and challenges / Dimitris Souravlias, Konstantinos E. Parsopoulos, Ilias S. Kotsireas, Panos M. Pardalos.
2021
QA9.58
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Title
Algorithm portfolios : advances, applications, and challenges / Dimitris Souravlias, Konstantinos E. Parsopoulos, Ilias S. Kotsireas, Panos M. Pardalos.
ISBN
9783030685140 (electronic bk.)
3030685144 (electronic bk.)
9783030685157 (print)
3030685152
3030685136
9783030685133
3030685144 (electronic bk.)
9783030685157 (print)
3030685152
3030685136
9783030685133
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.
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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
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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Table of Contents
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.
2. Algorithm portfolios
3. Selection of constituent algorithms
4. Allocation of computation resources
5. Sequential and parallel models
6. Recent applications
7. Epilogue.