Explainable Fuzzy Systems

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Beschreibung

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.

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



Zusammenfassung
"The book is self-contained and this feature could appeal to all readers who are novices to the area of fuzzy sets and granular computing. In sum, this is a timely, comprehensive, thorough, and authoritative treatise on explainable fuzzy systems that could be a vital interest to the broad research community." (Witold Pedrycz, zbMATH 1470.93089, 2021)

Inhalt
Toward Explainable Articial Intelligence through Fuzzy Systems.- An Overview of Fuzzy Systems.- Interpretability Constraints and Criteria for Fuzzy Systems.- Revisiting Indexes for Assessing Interpretability of Fuzzy Systems.- Designing Interpretable Fuzzy Systems.

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Produktinformationen

Titel
Explainable Fuzzy Systems
Untertitel
Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems
Autor
EAN
9783030710972
ISBN
3030710971
Format
Fester Einband
Herausgeber
Springer International Publishing
Genre
Allgemeines & Lexika
Anzahl Seiten
264
Gewicht
565g
Größe
H241mm x B160mm x T20mm
Jahr
2021
Untertitel
Englisch
Auflage
1st ed. 2021
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