Studies in Fuzziness and Soft Computing

Advanced Fuzzy Systems Design and Applications

Authors: Jin, Yaochu

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About this book

Fuzzy rule systems have found a wide range of applications in many fields of science and technology. Traditionally, fuzzy rules are generated from human expert knowledge or human heuristics for relatively simple systems. In the last few years, data-driven fuzzy rule generation has been very active. Compared to heuristic fuzzy rules, fuzzy rules generated from data are able to extract more profound knowledge for more complex systems. This book presents a number of approaches to the generation of fuzzy rules from data, ranging from the direct fuzzy inference based to neural net­ works and evolutionary algorithms based fuzzy rule generation. Besides the approximation accuracy, special attention has been paid to the interpretabil­ ity of the extracted fuzzy rules. In other words, the fuzzy rules generated from data are supposed to be as comprehensible to human beings as those generated from human heuristics. To this end, many aspects of interpretabil­ ity of fuzzy systems have been discussed, which must be taken into account in the data-driven fuzzy rule generation. In this way, fuzzy rules generated from data are intelligible to human users and therefore, knowledge about unknown systems can be extracted.

Table of contents (9 chapters)

Buy this book

eBook $119.00
price for USA (gross)
  • ISBN 978-3-7908-1771-3
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $159.00
price for USA
  • ISBN 978-3-7908-1537-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $159.00
price for USA
  • ISBN 978-3-7908-2520-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Advanced Fuzzy Systems Design and Applications
Authors
Series Title
Studies in Fuzziness and Soft Computing
Series Volume
112
Copyright
2003
Publisher
Physica-Verlag Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-7908-1771-3
DOI
10.1007/978-3-7908-1771-3
Hardcover ISBN
978-3-7908-1537-5
Softcover ISBN
978-3-7908-2520-6
Series ISSN
1434-9922
Edition Number
1
Number of Pages
X, 272
Number of Illustrations and Tables
228 b/w illustrations
Topics