Explainable Fuzzy Systems (Innbundet)

Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems

Serie: Studies in Computational Intelligence 970

Forfatter:

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Forfatter: , , og
Innbinding: Innbundet
Utgivelsesår: 2021
Antall sider: 232
Forlag: Springer Nature Switzerland AG
Språk: Engelsk
Serie:
Serienummer: 970
ISBN/EAN: 9783030710972
Omtale Explainable Fuzzy Systems
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.

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