16 citations · 24 across the 7 of their papers we have counts for
3 papers · 1 filter
The Privacy-preserving Padding Problem: Non-negative Mechanisms for Conservative Answers with Differential Privacy
Benjamin M. Case, James Honaker, Mahnush Movahedi
Differentially private noise mechanisms commonly use symmetric noise distributions. This is attractive both for achieving the differential privacy definition, and for unbiased expe…
Unbiased Statistical Estimation and Valid Confidence Intervals Under Differential Privacy
Christian Covington, Xi He, James Honaker +1
We present a method for producing unbiased parameter estimates and valid confidence intervals under the constraints of differential privacy, a formal framework for limiting individ…
Privacy-Preserving Randomized Controlled Trials: A Protocol for Industry Scale Deployment
Mahnush Movahedi, Benjamin M. Case, Andrew Knox +6
In this paper, we outline a way to deploy a privacy-preserving protocol for multiparty Randomized Controlled Trials on the scale of 500 million rows of data and more than a billion…