2 papers
stat.ML2024
Minimax Optimal Two-Sample Testing under Local Differential Privacy
Jongmin Mun, Seungwoo Kwak, Ilmun Kim
We explore the trade-off between privacy and statistical utility in private two-sample testing under local differential privacy (LDP) for both multinomial and continuous data. We b…
stat.ME2022
Differentially Private Multivariate Statistics with an Application to Contingency Table Analysis
Minwoo Kim, Jonghyeok Lee, Seung Woo Kwak +1
Differential privacy (DP) has become a rigorous central concept for privacy protection in the past decade. We use Gaussian differential privacy (GDP) in gauging the level of privac…