2 papers
cs.DS2024
Private Mean Estimation with Person-Level Differential Privacy
Sushant Agarwal, Gautam Kamath, Mahbod Majid +3
We study person-level differentially private (DP) mean estimation in the case where each person holds multiple samples. DP here requires the usual notion of distributional stabilit…
cs.DS2023
Differentially Private Medians and Interior Points for Non-Pathological Data
Maryam Aliakbarpour, Rose Silver, Thomas Steinke +1
We construct differentially private estimators with low sample complexity that estimate the median of an arbitrary distribution over satisfying very mild moment condit…