Explainable fuzzy systems :: paving the way from interpretable fuzzy systems to explainable AI systems /: Jose Maria Alonso Moral, Ciro Castiello, Luis Magdalena, Corrado Mencar.

Alonso Moral, Jose Maria,; Castiello, Ciro,; Magdalena, Luis,; Mencar, Corrado,

doi:10.1007/978-3-030-71098-9

Explainable fuzzy systems : paving the way from interpretable fuzzy systems to explainable AI systems / Jose Maria Alonso Moral, Ciro Castiello, Luis Magdalena, Corrado Mencar.

Alonso Moral, Jose Maria, author.; Castiello, Ciro, author.; Magdalena, Luis, 1964- author.; Mencar, Corrado, author.

2021

Q335

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Title

Explainable fuzzy systems : paving the way from interpretable fuzzy systems to explainable AI systems / Jose Maria Alonso Moral, Ciro Castiello, Luis Magdalena, Corrado Mencar.

Author

Alonso Moral, Jose Maria, author.

ISBN

9783030710989 (electronic bk.)
303071098X (electronic bk.)
9783030710972
3030710971

DOI

https://doi.org/10.1007/978-3-030-71098-9

Published

Cham : Springer, [2021]

Language

English

Description

1 online resource.

Item Number

10.1007/978-3-030-71098-9 doi

Call Number

Q335

Dewey Decimal Classification

006.3/3

Summary

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.

Bibliography, etc. Note

Includes bibliographical references and index.

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Access limited to authorized users.

Source of Description

Online resource; title from PDF title page (SpringerLink, viewed April 14, 2021).

Added Author

Castiello, Ciro, author.
Magdalena, Luis, 1964- author.
Mencar, Corrado, author.

Series

Studies in computational intelligence ; v. 970.

Available in Other Form

Print version: 9783030710972