Evolving Fuzzy Systems - Methodologies, Advanced Concepts and Applications

Language: English

Published by Springer, Springer Jan 2011, 2011

3642180868 / 9783642180866

Series: Book 60 of 183 - Studies in Fuzziness and Soft Computing

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This item is printed on demand - Print on Demand Titel. Neuware -In today¿s real-world applications, there is an increasing demand of integrating new information and knowledge on-demand into model building processes to account for changing system dynamics, new operating conditions, varying human behaviors or environmental influences.Evolving fuzzy systems (EFS) are a powerful tool to cope with this requirement, as they are able to automatically adapt parameters, expand their structure and extend their memory on-the-fly, allowing on-line/real-time modeling.This book comprises several evolving fuzzy systems approaches which have emerged during the last decade and highlights the most important incremental learning methods used. The second part is dedicated to advanced concepts for increasing performance, robustness, process-safety and reliability, for enhancing user-friendliness and enlarging the field of applicability of EFS and for improving the interpretability and understandability of the evolved models. The third part underlines the usefulness and necessity of evolving fuzzy systems in several online real-world application scenarios, provides an outline of potential future applications and raises open problems and new challenges for the next generation evolving systems, including human-inspired evolving machines.The book includes basic principles, concepts, algorithms and theoretic results underlined by illustrations. It is dedicated to researchers from the field of fuzzy systems, machine learning, data mining and system identification as well as engineers and technicians who apply data-driven modeling techniques in real-world systems.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 480 pp. Englisch.

Seller Inventory # 9783642180866

Title
Evolving Fuzzy Systems - Methodologies, Advanced Concepts and Applications
Author
Edwin Lughofer
Publisher
Springer, Springer Jan 2011
Publication year
2011
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3642180868
ISBN 13
9783642180866
Item weight
969 grams
Dimensions
241x160x34 mm
Series
Book 60 of 183: Studies in Fuzziness and Soft Computing

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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