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Knowledge graphs for eXplainable artificial intelligence foundations, applications and challenges /

Detalles Bibliográficos
Clasificación:Libro Electrónico
Otros Autores: Tiddi, Ilaria, Lécué, F., Hitzler, Pascal
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Amsterdam : IOS Press, 2020.
Colección:Studies on the Semantic Web ; v. 047.
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • 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