Corpus ID: 59606335

Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI

@article{Mueller2019ExplanationIH,
  title={Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI},
  author={S. Mueller and R. Hoffman and W. Clancey and Abigail Emrey and G. Klein},
  journal={ArXiv},
  year={2019},
  volume={abs/1902.01876}
}
  • S. Mueller, R. Hoffman, +2 authors G. Klein
  • Published 2019
  • Computer Science
  • ArXiv
  • This is an integrative review that address the question, "What makes for a good explanation?" with reference to AI systems. Pertinent literatures are vast. Thus, this review is necessarily selective. That said, most of the key concepts and issues are expressed in this Report. The Report encapsulates the history of computer science efforts to create systems that explain and instruct (intelligent tutoring systems and expert systems). The Report expresses the explainability issues and challenges… CONTINUE READING
    A Taxonomy for Human Subject Evaluation of Black-Box Explanations in XAI
    Explainable Inference in the FRANK Query Answering System
    Model-based contrastive explanations for explainable planning
    8
    Accessible Cultural Heritage through Explainable Artificial Intelligence
    1
    Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI
    109
    Machine Reasoning Explainability

    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 436 REFERENCES
    Explaining reasoning: an overview of explanation in knowledge-based systems
    49
    Explanations From Intelligent Systems: Theoretical Foundations and Implications for Practice
    386
    Explanation in second generation expert systems
    115
    Explanation in Artificial Intelligence: Insights from the Social Sciences
    637
    Methodology for building an intelligent tutoring system
    93