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Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead

. (2018)cite arxiv:1811.10154Comment: Author's pre-publication version of a 2019 Nature Machine Intelligence article. Shorter Version was published in NIPS 2018 Workshop on Critiquing and Correcting Trends in Machine Learning. Expands also on NSF Statistics at a Crossroads Webinar.

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