Lecture Notes in Networks and Systems
cover

Explainable AI and Other Applications of Fuzzy Techniques

Proceedings of the 2021 Annual Conference of the North American Fuzzy Information Processing Society, NAFIPS 2021

Editors: Rayz, J., Raskin, V., Dick, S., Kreinovich, V. (Eds.)

  • Is of interest to practitioners, researchers, graduate students, and anyone interested in problem-solving fuzziness
  • Presents many artificial intelligence (AI) techniques that do not explain their recommendations
  • Provides natural language explanations for numerical AI recommendations
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  • ISBN 978-3-030-82099-2
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Softcover $249.99
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  • ISBN 978-3-030-82098-5
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About this book

This book focuses on an overview of the AI techniques, their foundations, their applications, and remaining challenges and open problems. Many artificial intelligence (AI) techniques do not explain their recommendations. Providing natural-language explanations for numerical AI recommendations is one of the main challenges of modern AI. To provide such explanations, a natural idea is to use techniques specifically designed to relate numerical recommendations and natural-language descriptions, namely fuzzy techniques.

This book is of interest to practitioners who want to use fuzzy techniques to make AI applications explainable, to researchers who may want to extend the ideas from these papers to new application areas, and to graduate students who are interested in the state-of-the-art of fuzzy techniques and of explainable AI—in short, to anyone who is interested in problems involving fuzziness and AI in general.


Table of contents (45 chapters)

Table of contents (45 chapters)
  • A Fuzzy Logic Approach for Spacecraft Landing Site Selection

    Pages 1-13

    Barth, Andrew (et al.)

  • Takagi-Sugeno Fuzzy Systems with Triangular Membership Functions as Interpretable Neural Networks

    Pages 14-25

    Bede, Barnabas (et al.)

  • A Study on Constrained Interval Arithmetic

    Pages 26-36

    Bergamaschi, Flaulles Boone (et al.)

  • Fuzzy Classification of Multi-intent Utterances

    Pages 37-51

    Bihani, Geetanjali (et al.)

  • How Much for a Set: General Case of Decision Making Under Set-Valued Uncertainty

    Pages 52-61

    Bokati, Laxman (et al.)

Buy this book

eBook $189.00
price for USA
  • ISBN 978-3-030-82099-2
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $249.99
price for USA
  • ISBN 978-3-030-82098-5
  • 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
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Bibliographic Information

Bibliographic Information
Book Title
Explainable AI and Other Applications of Fuzzy Techniques
Book Subtitle
Proceedings of the 2021 Annual Conference of the North American Fuzzy Information Processing Society, NAFIPS 2021
Editors
  • Julia Rayz
  • Victor Raskin
  • Scott Dick
  • Vladik Kreinovich
Series Title
Lecture Notes in Networks and Systems
Series Volume
258
Copyright
2022
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
978-3-030-82099-2
DOI
10.1007/978-3-030-82099-2
Softcover ISBN
978-3-030-82098-5
Series ISSN
2367-3370
Edition Number
1
Number of Pages
XII, 506
Number of Illustrations
48 b/w illustrations, 150 illustrations in colour
Topics