An adaptive indirect estimator that reverses the privacy mechanism's data-generating process corrects clamping bias and achieves minimum asymptotic variance among smooth consistent estimators based on the released statistic.
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Optimal Debiased Inference on Privatized Data via Indirect Estimation and Parametric Bootstrap
An adaptive indirect estimator that reverses the privacy mechanism's data-generating process corrects clamping bias and achieves minimum asymptotic variance among smooth consistent estimators based on the released statistic.