Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings

FAccT, pp. 723-734, 2021.

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Abstract:

Machine learning models in health care are often deployed in settings where it is important to protect patient privacy. In such settings, methods for differentially private (DP) learning provide a general-purpose approach to learn models with privacy guarantees. Modern methods for DP learning ensure privacy through mechanisms that censo...More

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