Browsing Mathematics (Faculty of) by Author "Regehr, Matthew"
Now showing items 1-1 of 1
-
A Bias-Variance-Privacy Trilemma for Statistical Estimation
Regehr, Matthew (University of Waterloo, 2023-08-28)The canonical algorithm for differentially private mean estimation is to first clip the samples to a bounded range and then add noise to their empirical mean. Clipping controls the sensitivity and, hence, the variance of ...