Design of Interpretable Fuzzy Systems: 684 (Studies in Computational Intelligence, 684) - Hardcover

Book 203 of 538: Studies in Computational Intelligence

Cpałka, Krzysztof

 
9783319528809: Design of Interpretable Fuzzy Systems: 684 (Studies in Computational Intelligence, 684)
Hardcover
ISBN 10: 3319528807 ISBN 13: 9783319528809
Publisher: Springer, 2017

Synopsis

This book shows that the term “interpretability” goes far beyond the concept of readability of a fuzzy set and fuzzy rules. It focuses on novel and precise operators of aggregation, inference, and defuzzification leading to flexible Mamdani-type and logical-type systems that can achieve the required accuracy using a less complex rule base. The individual chapters describe various aspects of interpretability, including appropriate selection of the structure of a fuzzy system, focusing on improving the interpretability of fuzzy systems designed using both gradient-learning and evolutionary algorithms. It also demonstrates how to eliminate various system components, such as inputs, rules and fuzzy sets, whose reduction does not adversely affect system accuracy. It illustrates the performance of the developed algorithms and methods with commonly used benchmarks. The book provides valuable tools for possible applications in many fields including expert systems, automatic control and robotics.

"synopsis" may belong to another edition of this title.

From the Back Cover

This book shows that the term “interpretability” goes far beyond the concept of readability of a fuzzy set and fuzzy rules. It focuses on novel and precise operators of aggregation, inference, and defuzzification leading to flexible Mamdani-type and logical-type systems that can achieve the required accuracy using a less complex rule base. The individual chapters describe various aspects of interpretability, including appropriate selection of the structure of a fuzzy system, focusing on improving the interpretability of fuzzy systems designed using both gradient-learning and evolutionary algorithms. It also demonstrates how to eliminate various system components, such as inputs, rules and fuzzy sets, whose reduction does not adversely affect system accuracy. It illustrates the performance of the developed algorithms and methods with commonly used benchmarks. The book provides valuable tools for possible applications in many fields including expert systems, automatic control and robotics.

"About this title" may belong to another edition of this title.

Publisher
Springer
Publication date
2017
Language
English
ISBN 10 
3319528807
ISBN 13 
9783319528809
Binding
Hardcover
Edition number
1
Number of pages
207

Other Popular Editions of the Same Title

9783319850061: Design of Interpretable Fuzzy Systems: 684 (Studies in Computational Intelligence, 684)

Featured Edition

ISBN 10:  3319850067 ISBN 13:  9783319850061
Publisher: Springer, 2018
Softcover