Interpretable Artificial Intelligence: A Perspective of Granular Computing

Released on by Witold Pedrycz
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  • Interpretable Artificial Intelligence: A Perspective of Granular Computing Book Detail

  • Author : Witold Pedrycz
  • Release Date : 2021-03-26
  • Publisher : Springer Nature
  • Genre : Technology & Engineering
  • Pages : 430
  • ISBN 13 : 3030649490
  • File Size : 49,49 MB
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Interpretable Artificial Intelligence: A Perspective of Granular Computing by Witold Pedrycz PDF Summary

Book Description: 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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Granular Computing and Intelligent Systems

Granular Computing and Intelligent Systems

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Information granules are fundamental conceptual entities facilitating perception of complex phenomena and contributing to the enhancement of human centricity in