Knowledge graphs for eXplainable artificial intelligence foundations, applications and challenges / edited by Ilaria Tiddi, Freddy Lécué and Pascal Hitzler
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 bibliographical references and indexes
Notes
Online resource, title from digital title page (viewed on April 1, 2021)
