3k citations · 24.2k across the 299 of their papers we have counts for
Showing 2013 · math.STShow all
2 papers · 2 filters
math.ST2013★ 94 cited
Local Privacy and Minimax Bounds: Sharp Rates for Probability Estimation
John C. Duchi, Michael I. Jordan, Martin J. Wainwright
We provide a detailed study of the estimation of probability distributions---discrete and continuous---in a stringent setting in which data is kept private even from the statistici…
math.ST2013★ 64 cited
Local Privacy, Data Processing Inequalities, and Statistical Minimax Rates
John C. Duchi, Michael I. Jordan, Martin J. Wainwright
Working under a model of privacy in which data remains private even from the statistician, we study the tradeoff between privacy guarantees and the utility of the resulting statist…