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Fuzzy and Multi-Level Decision Making: Soft Computing Approaches
Details
This book offers a comprehensive overview of cutting-edge approaches for decision-making in hierarchical organizations. It presents soft-computing-based techniques, including fuzzy sets, neural networks, genetic algorithms and particle swarm optimization, and shows how these approaches can be effectively used to deal with problems typical of this kind of organization. After introducing the main classical approaches applied to multiple-level programming, the book describes a set of soft-computing techniques, demonstrating their advantages in providing more efficient solutions to hierarchical decision-making problems compared to the classical methods. Based on the book Fuzzy and Multi-Level Decision Making (Springer, 2001) by Lee E.S and Shih, H., this second edition has been expanded to include the most recent findings and methods and a broader spectrum of soft computing approaches. All the algorithms are presented in detail, together with a wealth of practical examplesand solutions to real-world problems, providing students, researchers and professionals with a timely, practice-oriented reference guide to the area of interactive fuzzy decision making, multi-level programming and hierarchical optimization.
Describes fuzzy approaches and nature-inspired algorithms for solving multi-level programming problems Focuses on the decision-making process in hierarchical organizations Presents a wealth of techniques together with their application to real-world problems
Inhalt
Introduction.- Linear Bi-level Programming.- Possibility Theory and Fuzzy Optimization.- Fuzzy Interactive Multi-level Decision Making.- Aggregation of Fuzzy Systems in Multi-level Decisions.- Multi-level Optimization by Fuzzy Dynamic Programming.- Auction Mechanisms for Solving Multi-level Programming.- Neural Networks for Solving Multi-level Programming.- Metaheuristics for Multi-level Optimization.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09783319925240
- Auflage Second Edition 2019
- Sprache Englisch
- Genre Allgemeines & Lexika
- Lesemotiv Verstehen
- Größe H241mm x B160mm x T19mm
- Jahr 2019
- EAN 9783319925240
- Format Fester Einband
- ISBN 3319925245
- Veröffentlichung 24.01.2019
- Titel Fuzzy and Multi-Level Decision Making: Soft Computing Approaches
- Autor Chi-Bin Cheng , E. Stanley Lee , Hsu-Shih Shih
- Untertitel Studies in Fuzziness and Soft Computing 368
- Gewicht 518g
- Herausgeber Springer International Publishing
- Anzahl Seiten 232