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

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

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This open access book demonstrates all the steps required to design heuristic algorithms for difficult optimization. The classic problem of the travelling salesman is used as a common thread to illustrate all the techniques discussed. This problem is ideal for introducing readers to the subject beca...

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Bibliographic Details
Main Author: Taillard, Éric D. (Author)
Corporate Author: SpringerLink (Online service)
Format: Electronic eBook
Language:English
Published: Cham : Springer International Publishing : Imprint: Springer, 2023.
Edition:1st ed. 2023.
Series:Graduate Texts in Operations Research,
Subjects:
Operations research.
Mathematical optimization.
Mathematics > Data processing.
Algorithms.
Artificial intelligence.
Operations Research and Decision Theory.
Optimization.
Computational Mathematics and Numerical Analysis.
Computational Science and Engineering.
Artificial Intelligence.
Online Access:Link to Metadata
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Table of Contents:
  • 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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