Design of Heuristic Algorithms for Hard Optimization : With Python Codes for the Travelling Salesman Problem

2023 ed.

by Eric D. Taillard

Book Details

Format Hardback or Cased Book

Book Series Graduate Texts in Operations Research

ISBN-10 3031137132

ISBN-13 9783031137136

Edition 2023 ed.

Publisher Springer International Publishing AG

Imprint Springer International Publishing AG

Country of Manufacture GB

Country of Publication GB

Publication Date Oct 30th, 2022

Print length 287 Pages

Weight 598 grams

Dimensions 16.00 x 24.20 x 2.40 cms

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The book features a wealth of illustrations that allow the concepts to be understood at a glance. The book approaches the main metaheuristics from a new angle, deconstructing them into a few key concepts presented in separate chapters: construction, improvement, decomposition, randomization and learning methods.

Part I: Combinatorial Optimization, Complexity Theory and Problem Modelling.- 1. Elements of Graphs and Complexity Theory.- 2. A Short List of Combinatorial Optimization Problems.- 3. Problem Modelling.- Part II: Basic Heuristic Techniques.- 4. Constructive Methods.- 5. Local Search.- 6. Decomposition Methods.- Part III: Popular Metaheuristics.- 7. Randomized Methods.- 8. Construction Learning.- 9. Local Search Learning.- 10. Population Management.- 11. Heuristics Design.- 12. Codes.

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