Overview
Part of the book series: Communications in Computer and Information Science (CCIS, volume 1903)
Included in the following conference series:
Conference proceedings info: xAI 2023.
Access this book
Tax calculation will be finalised at checkout
Other ways to access
About this book
The 94 papers presented were thoroughly reviewed and selected from the 220 qualified submissions. They are organized in the following topical sections:
Part I: Interdisciplinary perspectives, approaches and strategies for xAI; Model-agnostic explanations, methods and techniques for xAI, Causality and Explainable AI; Explainable AI in Finance, cybersecurity, health-care and biomedicine.
Part II: Surveys, benchmarks, visual representations and applications for xAI; xAI for decision-making and human-AI collaboration, for Machine Learning on Graphs with Ontologies and Graph Neural Networks; Actionable eXplainable AI, Semantics and explainability, and Explanations for Advice-Giving Systems.
Part III: xAI for time series and Natural Language Processing; Human-centered explanations and xAI for Trustworthy and Responsible AI; Explainable and Interpretable AI with Argumentation, Representational Learning and concept extraction for xAI.
Keywords
- artificial intelligence
- interpretable machine learning
- causal inference & explanations
- argumentative-based approaches for explanations
- decomposition of neural network-based models for XAI
- convolutional Neural Networks
- natural language processing for explanations
- reinforcement learning for enhancing XAI
- explainability
- neural networks
Table of contents (26 papers)
-
Front Matter
-
xAI for Time Series and Natural Language Processing
-
Front Matter
-
-
Human-Centered Explanations and xAI for Trustworthy and Responsible AI
-
Front Matter
-
Other volumes
-
Explainable Artificial Intelligence
-
Explainable Artificial Intelligence
-
Explainable Artificial Intelligence
Editors and Affiliations
Bibliographic Information
Book Title: Explainable Artificial Intelligence
Book Subtitle: First World Conference, xAI 2023, Lisbon, Portugal, July 26–28, 2023, Proceedings, Part III
Editors: Luca Longo
Series Title: Communications in Computer and Information Science
DOI: https://doi.org/10.1007/978-3-031-44070-0
Publisher: Springer Cham
eBook Packages: Computer Science, Computer Science (R0)
Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2023
Softcover ISBN: 978-3-031-44069-4Published: 21 October 2023
eBook ISBN: 978-3-031-44070-0Published: 20 October 2023
Series ISSN: 1865-0929
Series E-ISSN: 1865-0937
Edition Number: 1
Number of Pages: XVII, 540
Number of Illustrations: 39 b/w illustrations, 186 illustrations in colour
Topics: Artificial Intelligence, Computer Applications, Computer Communication Networks, Natural Language Processing (NLP)