Observations on the Bias of Nonnegative Mechanisms for Differential Privacy

Aisling Mc Glinchey, Oliver Mason

We study two methods for differentially private analysis of bounded data and extend these to nonnegative queries. We first recall that for the Laplace mechanism, boundary inflated…