22 citations · 74 across the 8 of their papers we have counts for
3 papers · 1 filter
Private Hypothesis Selection
Mark Bun, Gautam Kamath, Thomas Steinke +1
We provide a differentially private algorithm for hypothesis selection. Given samples from an unknown probability distribution and a set of probability distributions $\math…
Towards Instance-Optimal Private Query Release
Jaroslaw Blasiok, Mark Bun, Aleksandar Nikolov +1
We study efficient mechanisms for the query release problem in differential privacy: given a workload of statistical queries, output approximate answers to the queries while sa…
Hierarchical Heavy Hitters with the Space Saving Algorithm
Michael Mitzenmacher, Thomas Steinke, Justin Thaler
The Hierarchical Heavy Hitters problem extends the notion of frequent items to data arranged in a hierarchy. This problem has applications to network traffic monitoring, anomaly de…