Resampling methods for Private Statistical Inference

Abstract:We consider the task of constructing confidence intervals with differential . We propose two private variants of the non-parametric , which privately the median of the results of multiple “little” bootstraps run on partitions of the give asymptotic bounds on the of the resulting confidence intervals. For a fixed parameter $epsilon$, our

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