Locally Private Mean Estimation: Z-test and Tight Confidence Intervals

Marco Gaboardi, Ryan Rogers, Or Sheffet

This work provides tight upper- and lower-bounds for the problem of mean estimation under $\epsilon$-differential privacy in the local model, when the input is composed of $n$ i.i.d. draw…