Interpretable Artificial Intelligence: A Perspective of Granular Computing

Lieferzeit: Lieferbar innerhalb 14 Tagen

171,19 

Studies in Computational Intelligence 937

ISBN: 3030649482
ISBN 13: 9783030649487
Herausgeber: Witold Pedrycz/Shyi-Ming Chen
Verlag: Springer Verlag GmbH
Umfang: viii, 429 S., 32 s/w Illustr., 138 farbige Illustr., 429 p. 170 illus., 138 illus. in color.
Erscheinungsdatum: 27.03.2021
Auflage: 1/2021
Produktform: Gebunden/Hardback
Einband: Gebunden

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.

Artikelnummer: 9994742 Kategorie:

Beschreibung

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.

Herstellerkennzeichnung:


Springer Verlag GmbH
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E-Mail: juergen.hartmann@springer.com

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