27 citations · 37 across the 5 of their papers we have counts for
8 papers
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…
Oracle Separations Between Quantum and Non-interactive Zero-Knowledge Classes
Benjamin Morrison, Adam Groce
We study the relationship between problems solvable by quantum algorithms in polynomial time and those for which zero-knowledge proofs exist. In prior work, Aaronson [arxiv:quant-p…
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…
Improved Differentially Private Analysis of Variance
Marika Swanberg, Ira Globus-Harris, Iris Griffith +3
Hypothesis testing is one of the most common types of data analysis and forms the backbone of scientific research in many disciplines. Analysis of variance (ANOVA) in particular is…
A Differentially Private Wilcoxon Signed-Rank Test
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 present a differentially private analogue of th…
Differentially Private ANOVA Testing
Zachary Campbell, Andrew Bray, Anna Ritz +1
Modern society generates an incredible amount of data about individuals, and releasing summary statistics about this data in a manner that provably protects individual privacy woul…