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Explainable Fuzzy Systems

Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems

By: Jose Maria Alonso Moral,Ciro Castiello,Luis Magdalena,Corrado Mencar

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Explainable Fuzzy Systems

Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems

By: Jose Maria Alonso Moral,Ciro Castiello,Luis Magdalena,Corrado Mencar

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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Page Count

232

Publisher

Springer Nature

Published Date

ISBN 10

303071098X

ISBN 13

9783030710989

Explainable Fuzzy Systems

Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems

By: Jose Maria Alonso Moral,Ciro Castiello,Luis Magdalena,Corrado Mencar

Write a review Read reviews Take a Quiz Solve Book Puzzle

Explainable Fuzzy Systems

Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems

By: Jose Maria Alonso Moral,Ciro Castiello,Luis Magdalena,Corrado Mencar

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.

Average ratings

N/A

5

0%

4

0%

3

0%

2

0%

1

0%

Solve jigsaw puzzle

Age

Page Count

232

Publisher

Springer Nature

Published Date

ISBN 10

303071098X

ISBN 13

9783030710989