Buch

Design of Heuristic Algorithms for Hard Optimization
-With Python Codes for the Travelling Salesman Problem-Éric D. Taillard
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Übersicht
Verlag | : | Springer International Publishing |
Buchreihe | : | Graduate Texts in Operations Research |
Sprache | : | Englisch |
Erschienen | : | 27. 10. 2022 |
Seiten | : | 280 |
Einband | : | Gebunden |
Höhe | : | 235 mm |
Breite | : | 155 mm |
ISBN | : | 9783031137136 |
Sprache | : | Englisch |
Illustrationen | : | X, 280 p. 1 illus. With online files/update. |
Autorinformation
Éric D. Taillard is a professor at the University of Applied Sciences and Arts of Western Switzerland, HEIG-VD campus in Yverdon-les-Bains. After completing his studies and obtaining a PhD at the Swiss Federal Institute of Technology in Lausanne, he worked as a researcher at the Interuniversity Research Centre on Enterprise Networks, Logistics and Transportation in Montreal, Canada, and then at the Dalle Molle Institute for Artificial Intelligence in Lugano, Switzerland. He has over 30 years of research experience in the field of metaheuristics. Outside of Switzerland, he has been invited to teach this subject at various universities: Vienna and Graz in Austria, Nantes in France and Hamburg in Germany.
Inhaltsverzeichnis
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.