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  • Cynthia Rudin
    |
    Oct 27th, 2018
    |
    journalArticle
    Cynthia Rudin
    Oct 27th, 2018

    Black box machine learning models are currently being used for high stakes decision-making throughout society, causing problems throughout healthcare, criminal justice, and in other domains. People have hoped that creating methods for explaining these black box models will alleviate some of these problems, but trying to \textit{explain} black box models, rather than creating models that are \textit{interpretable} in the first place, is likely to perpetuate bad practices and can potentially...

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