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Interpretable Artificial Intelligence: A Perspective of Granular Computing

Interpretable Artificial Intelligence: A Perspective of Granular Computing

Hardcover

Series: Studies in Computational Intelligence, Book 937

Technology & EngineeringGeneral Computers

ISBN10: 3030649482
ISBN13: 9783030649487
Publisher: Springer Nature
Published: Mar 27 2021
Pages: 429
Weight: 1.74
Height: 1.00 Width: 6.14 Depth: 9.21
Language: English
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.

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