LearningfromMixturesofPrivateandPublic Populations

Neural Information Processing Systems 

Imagine a medical study where a dataset is sampled from a population of both healthy and unhealthy individuals. Suppose healthy individuals have no privacy concerns (in such case, we call their data "public") while the unhealthy individuals desire stringent privacy protection for their data.

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