Design of Heuristic Algorithms for Hard Optimization : With Python Codes for the Travelling Salesman Problem
2023 ed.
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
Product Classification:
Operational researchNumerical analysisOptimizationMaths for scientistsArtificial intelligence
Ksh 8,100.00
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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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