Beyond Expertise and Roles: A Framework to Characterize the Stakeholders of Interpretable Machine Learning and their Needs

To ensure accountability and mitigate harm, it is critical that diverse stakeholders can interrogate black-box automated systems and find information that is understandable, relevant, and useful to them. In this paper, we eschew prior expertise- and role-based categorizations of interpretability sta...

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Bibliographic Details
Main Authors: Suresh, Harini (Author), Gomez, Steven R (Author), Nam, Kevin K (Author), Satyanarayan, Arvind (Author)
Format: Article
Language:English
Published: Association for Computing Machinery (ACM), 2022-07-19T15:36:09Z.
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