4 citations · 11 across the 6 of their papers we have counts for
Showing math.STShow all
3 papers · 1 filter
math.ST2023
Differentially private projection-depth-based medians
Kelly Ramsay, Dylan Spicker
We develop -differentially private projection-depth-based medians using the propose-test-release (PTR) and exponential mechanisms. Under general conditions on the input para…
math.ST2022★ 4 cited
Differentially private multivariate medians
Kelly Ramsay, Aukosh Jagannath, Shoja'eddin Chenouri
Statistical tools which satisfy rigorous privacy guarantees are necessary for modern data analysis. It is well-known that robustness against contamination is linked to differential…
math.ST2021★ 3 cited
Differentially private depth functions and their associated medians
Kelly Ramsay, Shoja'eddin Chenouri
In this paper, we investigate the differentially private estimation of data depth functions and their associated medians. We introduce several methods for privatizing depth values…