Studies in Computational Intelligence

Explainable Fuzzy Systems

Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems

Authors: Alonso Moral, J.M., Castiello, C., Magdalena, L., Mencar, C.

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  • Explains in details how fuzzy models can participate in the construction of decision systems
  • This remarkable book establishes a bridge with natural language processing and automatic text generation and it proposes solutions to deal with the well-known interpretability-accuracy trade-off
  • Covers all aspects of interpretability of fuzzy rule-based systems, from interpretability rating to directly exploitable software
  • It paves the way for a greater involvement of fuzzy methods in Explainable Artificial Intelligence
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eBook 117,69 €
price for Spain (gross)
  • ISBN 978-3-030-71098-9
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Hardcover 145,59 €
price for Spain (gross)
  • ISBN 978-3-030-71097-2
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  • Usually ready to be dispatched within 3 to 5 business days, if in stock
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About this book

The importance of Trustworthy and Explainable Artificial Intelligence (XAI) is recognized in academia, industry and society. This book introduces tools for dealing with imprecision and uncertainty in XAI applications where explanations are demanded, mainly in natural language.  
Design of Explainable Fuzzy Systems (EXFS) is rooted in Interpretable Fuzzy Systems, which are thoroughly covered in the book. The idea of interpretability in fuzzy systems, which is grounded on mathematical constraints and assessment functions, is firstly introduced. Then, design methodologies are described. Finally, the book shows with practical examples how to design EXFS from interpretable fuzzy systems and natural language generation. This approach is supported by open source software.  
The book is intended for researchers, students and practitioners who wish to explore EXFS from theoretical and practical viewpoints. The breadth of coverage will inspire novel applications and scientific advancements.

Table of contents (7 chapters)

Table of contents (7 chapters)

Buy this book

eBook 117,69 €
price for Spain (gross)
  • ISBN 978-3-030-71098-9
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 145,59 €
price for Spain (gross)
  • ISBN 978-3-030-71097-2
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Explainable Fuzzy Systems
Book Subtitle
Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems
Authors
Series Title
Studies in Computational Intelligence
Series Volume
970
Copyright
2021
Publisher
Springer International Publishing
Copyright Holder
The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG
eBook ISBN
978-3-030-71098-9
DOI
10.1007/978-3-030-71098-9
Hardcover ISBN
978-3-030-71097-2
Series ISSN
1860-949X
Edition Number
1
Number of Pages
XXXI, 232
Number of Illustrations
26 b/w illustrations, 31 illustrations in colour
Topics