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Title Knowledge graphs for eXplainable artificial intelligence : foundations, applications and challenges / edited by Ilaria Tiddi, Freddy Lécué and Pascal Hitzler.

Publication Info. Amsterdam : IOS Press, 2020.

Item Status

Description 1 online resource (314 pages).
Physical Medium polychrome
Description text file
Series Studies on the Semantic Web ; v. 047
Studies on the Semantic Web ; v. 047.
Contents Intro -- Title Page -- Preface -- Contents -- Part 1. Foundations of Knowledge-Based eXplainable Systems -- Knowledge Graphs on the Web -- An Overview -- Foundations of Explainable Knowledge-Enabled Systems -- Knowledge Graph Embeddings and Explainable AI -- Benchmarking the Lifecycle of Knowledge Graphs -- Part 2. Applications -- Knowledge-Aware Interpretable Recommender Systems -- Differentiable Reasoning on Large Knowledge Bases and Natural Language -- Neuro-Symbolic Architectures for Context Understanding
Knowledge Representation and Reasoning Methods to Explain Errors in Machine Learning -- Knowledge-Based Explanations for Transfer Learning -- Explanations in Predictive Analytics: Case Studies -- Generating Explanations in Natural Language from Knowledge Graphs -- Part 3. Challenges for Knowledge-Based eXplainable Systems -- Directions for Explainable Knowledge-Enabled Systems -- The Data Ethics Challenges of Explainable AI and Their Knowledge-Based Solutions -- Who Is This Explanation for? Human Intelligence and Knowledge Graphs for eXplainable AI
Managing Identity in Knowledge-Based Explainable Systems -- Subject Index -- Author Index
Bibliography Includes biliographic references and indexes.
Local Note eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America
Subject Artificial intelligence.
Artificial intelligence.
Semantic computing.
Semantic computing.
Information visualization.
Information visualization.
Electronic books.
Electronic books.
Genre/Form Electronic books.
Added Author Tiddi, Ilaria.
Lécué, F.
Hitzler, Pascal.
Other Form: Print version: Tiddi, I. Knowledge Graphs for EXplainable Artificial Intelligence: Foundations, Applications and Challenges Amsterdam : IOS Press, Incorporated,c2020 9781643680804
ISBN 9783898387545 (AKA, print)
3898387542 (AKA, print)
9781643680811 (electronic book)
1643680811 (electronic book)
9781643680804