Matheuristics
Algorithms and Implementations
Authors: Maniezzo, Vittorio, Boschetti, Marco Antonio, Stützle, Thomas
Free Preview- Includes over 40 algorithms with associated codes and step-by-step trace of sample runs
- Provides detailed presentation of best-known metaheuristics and their mathematical hybrids
- Describes both extensions of well-known heuristics and of innovative, matheuristic-only approaches
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- About this Textbook
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This book is the first comprehensive tutorial on matheuristics. Matheuristics are based on mathematical extensions of previously known heuristics, mainly metaheuristics, and on original, area-specific approaches. This tutorial provides a detailed discussion of both contributions, presenting the pseudocodes of over 40 algorithms, abundant literature references, and for each case a step-by-step description of a sample run on a common Generalized Assignment Problem example. C++ source codes of all algorithms are available in an associated SW repository.
- About the authors
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Vittorio Maniezzo is a Full Professor of Computer Science at the University of Bologna, Italy. He has been working on heuristic algorithms for combinatorial optimization for decades, first contributing to the original design of ant system optimization, and then establishing the area of matheuristics. His research interests include operational analytics, combining matheuristics with predictive modules.
Marco Antonio Boschetti is an Associate Professor at the Department of Mathematics, University of Bologna, Italy. He holds an Msc in Computer Science from the University of Bologna and a PhD in Operational Research from the Management School, Imperial College, London, UK. His main research and consulting interests include quantitative methods for management science. In particular, he works on exact and heuristic solution methods based on mathematical programming and combinatorial optimization approaches.
Thomas Stützle is a Research Director at the Belgian F.R.S.-FNRS, working at the IRIDIA laboratory of Universitélibre de Bruxelles (ULB), Belgium. He is the co-author of two books, Stochastic Local Search: Foundations and Applications and Ant Colony Optimization, both of which are the main reference sources in their respective areas. His research interests include metaheuristics and stochastic local search, swarm intelligence, methodologies for engineering stochastic local search algorithms, multi-objective optimization and the automatic configuration of algorithms.
- Table of contents (10 chapters)
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The Generalized Assignment Problem
Pages 3-33
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Automatic Design for Matheuristics
Pages 35-57
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Single Solution Metaheuristics
Pages 61-94
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Population-Based Metaheuristics
Pages 95-130
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Diving Heuristics
Pages 133-141
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Table of contents (10 chapters)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Matheuristics
- Book Subtitle
- Algorithms and Implementations
- Authors
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- Vittorio Maniezzo
- Marco Antonio Boschetti
- Thomas Stützle
- Series Title
- EURO Advanced Tutorials on Operational Research
- Copyright
- 2021
- Publisher
- Springer International Publishing
- Copyright Holder
- The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG
- eBook ISBN
- 978-3-030-70277-9
- DOI
- 10.1007/978-3-030-70277-9
- Hardcover ISBN
- 978-3-030-70276-2
- Series ISSN
- 2364-687X
- Edition Number
- 1
- Number of Pages
- XVIII, 214
- Number of Illustrations
- 19 b/w illustrations, 22 illustrations in colour
- Topics
