Knowledge Graphs for eXplainable Artificial Intelligence : Foundations, Applications and Challenges

Language: English

Published by IOS Press, 2020

1643680803 / 9781643680804

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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nach der Bestellung gedruckt Neuware - Printed after ordering - The latest advances in Artificial Intelligence and (deep) Machine Learning in particular revealed a major drawback of modern intelligent systems, namely the inability to explain their decisions in a way that humans can easily understand. While eXplainable AI rapidly became an active area of research in response to this need for improved understandability and trustworthiness, the field of Knowledge Representation and Reasoning (KRR) has on the other hand a long-standing tradition in managing information in a symbolic, human-understandable form.This book provides the first comprehensive collection of research contributions on the role of knowledge graphs for eXplainable AI (KG4XAI), and the papers included here present academic and industrial research focused on the theory, methods and implementations of AI systems that use structured knowledge to generate reliable explanations. Introductory material on knowledge graphs is included for those readers with only a minimal background in the field, as well as specific chapters devoted to advanced methods, applications and case-studies that use knowledge graphs as a part of knowledge-based, explainable systems (KBX-systems). The final chapters explore current challenges and future research directions in the area of knowledge graphs for eXplainable AI.The book not only provides a scholarly, state-of-the-art overview of research in this subject area, but also fosters the hybrid combination of symbolic and subsymbolic AI methods, and will be of interest to all those working in the field.…

Seller Inventory # 9781643680804

Title
Knowledge Graphs for eXplainable Artificial Intelligence : Foundations, Applications and Challenges
Author
Freddy Lécué
Publisher
IOS Press
Publication year
2020
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
1643680803
ISBN 13
9781643680804
Item weight
741 grams
Dimensions
240x160x20 mm

AHA-BUCH GmbH

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