27 citations · 37 across the 5 of their papers we have counts for
4 papers · 1 filter
Differentially Private Average Treatment Effect Estimation by Propensity Score Blocking
Duncan Stewardson, Grayson W. White, Adam Groce
Average treatment effect (ATE) estimation in observational studies is a fundamental statistical tool used frequently in social science, medicine, and other fields. These fields oft…
The Test of Tests: A Framework For Differentially Private Hypothesis Testing
Zeki Kazan, Kaiyan Shi, Adam Groce +1
We present a generic framework for creating differentially private versions of any hypothesis test in a black-box way. We analyze the resulting tests analytically and experimentall…
Differentially Private Confidence Intervals
Wenxin Du, Canyon Foot, Monica Moniot +2
Confidence intervals for the population mean of normally distributed data are some of the most standard statistical outputs one might want from a database. In this work we give pra…
Differentially Private Nonparametric Hypothesis Testing
Simon Couch, Zeki Kazan, Kaiyan Shi +2
Hypothesis tests are a crucial statistical tool for data mining and are the workhorse of scientific research in many fields. Here we study differentially private tests of independe…