279 citations · 1.1k across the 46 of their papers we have counts for
4 papers · 1 filter
Continual Release of Differentially Private Synthetic Data from Longitudinal Data Collections
Mark Bun, Marco Gaboardi, Marcel Neunhoeffer +1
Motivated by privacy concerns in long-term longitudinal studies in medical and social science research, we study the problem of continually releasing differentially private synthet…
Facility Location Problem in Differential Privacy Model Revisited
Yunus Esencayi, Marco Gaboardi, Shi Li +1
In this paper we study the uncapacitated facility location problem in the model of differential privacy (DP) with uniform facility cost. Specifically, we first show that, under the…
Locally Private Mean Estimation: Z-test and Tight Confidence Intervals
Marco Gaboardi, Ryan Rogers, Or Sheffet
This work provides tight upper- and lower-bounds for the problem of mean estimation under -differential privacy in the local model, when the input is composed of i.i.d. draw…
Dual Query: Practical Private Query Release for High Dimensional Data
Marco Gaboardi, Emilio Jesús Gallego Arias, Justin Hsu +2
We present a practical, differentially private algorithm for answering a large number of queries on high dimensional datasets. Like all algorithms for this task, ours necessarily h…