Studies in Computational Intelligence

Interpretable Artificial Intelligence: A Perspective of Granular Computing

Editors: Pedrycz, Witold, Chen, Shyi-Ming (Eds.)

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  • Highlights recent research on interpretable Artificial Intelligence 
  • Focuses on a perspective of Granular Computing 
  • Written by experts in the field
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eBook 117,69 €
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  • ISBN 978-3-030-64949-4
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Hardcover 145,59 €
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About this book

This book offers a comprehensive treatise on the recent pursuits of Artificial Intelligence (AI) – Explainable Artificial Intelligence (XAI) by casting the crucial features of interpretability and explainability in the original framework of Granular Computing. The innovative perspective established with the aid of information granules provides a high level of human centricity and transparency central to the development of AI constructs. The chapters reflect the breadth of the area and cover recent developments in the methodology, advanced algorithms and applications of XAI to visual analytics, knowledge representation, learning and interpretation. The book appeals to a broad audience including researchers and practitioners interested in gaining exposure to the rapidly growing body of knowledge in AI and intelligent systems.

Table of contents (13 chapters)

Table of contents (13 chapters)
  • Explainable Artificial Intelligence for Process Mining: A General Overview and Application of a Novel Local Explanation Approach for Predictive Process Monitoring

    Pages 1-28

    Mehdiyev, Nijat (et al.)

  • Use of Visual Analytics (VA) in Explainable Artificial Intelligence (XAI): A Framework of Information Granules

    Pages 29-62

    Sun, Bo

  • Visualizing the Behavior of Convolutional Neural Networks for Time Series Forecasting

    Pages 63-89

    Henze, Janosch (et al.)

  • Beyond Deep Event Prediction: Deep Event Understanding Based on Explainable Artificial Intelligence

    Pages 91-117

    Sahoh, Bukhoree (et al.)

  • Interpretation of SVM to Build an Explainable AI via Granular Computing

    Pages 119-152

    Samuel, Sanjay Sekar (et al.)

Buy this book

eBook 117,69 €
price for Spain (gross)
  • ISBN 978-3-030-64949-4
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 145,59 €
price for Spain (gross)
  • ISBN 978-3-030-64948-7
  • 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
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Interpretable Artificial Intelligence: A Perspective of Granular Computing
Editors
  • Witold Pedrycz
  • Shyi-Ming Chen
Series Title
Studies in Computational Intelligence
Series Volume
937
Copyright
2021
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
978-3-030-64949-4
DOI
10.1007/978-3-030-64949-4
Hardcover ISBN
978-3-030-64948-7
Series ISSN
1860-949X
Edition Number
1
Number of Pages
VIII, 429
Number of Illustrations
32 b/w illustrations, 138 illustrations in colour
Topics