Concepedia

Explanation Ontology: A Model of Explanations for User-Centered AI

Shruthi Chari, Oshani Seneviratne, Daniel M. Gruen, Morgan A. Foreman, Amar K. Das, Deborah L. McGuinness

Lecture notes in computer science · 2020 · 12 citations · 18 references

Open access

Concepts

ComputingComputer ScienceArtificial IntelligenceKnowledge RepresentationNatural Language ProcessingExplanationFormal OntologyNatural Language UnderstandingOntology DesignOntology EngineeringUser ModelingExplainable Artificial IntelligenceExplanation GenerationExplanation InterfacesNatural Language ExplanationsUser-centric Explanations

References

18

Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI

Alejandro Barredo Arrieta, Natalia Díaz-Rodríguez, Javier Del Ser et al. · Information Fusion · 2019 · 9K citations · Full text

Computing, Computer Science, Algorithms +10

Towards A Rigorous Science of Interpretable Machine Learning

Finale Doshi‐Velez, Been Kim · arXiv (Cornell University) · 2017 · 3.2K citations · Full text

Computing, Computer Science, Artificial Intelligence +13

Designing Theory-Driven User-Centric Explainable AI

Danding Wang, Qian Yang, Ashraf Abdul et al. · 2019 · 848 citations

Computing, Philosophy, Psychology +16

Explaining Explanations in AI

Brent Mittelstadt, Chris Russell, Sandra Wachter · 2019 · 725 citations · Full text

Computing, Philosophy, Sociology +10

Questioning the AI: Informing Design Practices for Explainable AI User Experiences

2020 · 671 citations · Full text

Architecture, Computer Science, Design +13