Knowledge graphs for eXplainable artificial intelligence foundations, applications and challenges /
Clasificación: | Libro Electrónico |
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Otros Autores: | , , |
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