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Gaussian Differential Private Bootstrap by Subsampling

stat.ML · 2025-05-02 · conditional · novelty 6.0

A private m-out-of-n bootstrap under Gaussian Differential Privacy gives asymptotically valid confidence intervals with less added noise and lower computation than the existing n-out-of-n private bootstrap.

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  • Gaussian Differential Private Bootstrap by Subsampling stat.ML · 2025-05-02 · conditional · none · ref 7

    A private m-out-of-n bootstrap under Gaussian Differential Privacy gives asymptotically valid confidence intervals with less added noise and lower computation than the existing n-out-of-n private bootstrap.