67 citations · 71 across the 2 of their papers we have counts for
4 papers
Diffprivlib: The IBM Differential Privacy Library
Naoise Holohan, Stefano Braghin, Pól Mac Aonghusa +1
Since its conception in 2006, differential privacy has emerged as the de-facto standard in data privacy, owing to its robust mathematical guarantees, generalised applicability and…
(,)-Anonymity: -Anonymity with -Differential Privacy
Naoise Holohan, Spiros Antonatos, Stefano Braghin +1
The explosion in volume and variety of data offers enormous potential for research and commercial use. Increased availability of personal data is of particular interest in enabling…
Extreme Points of the Local Differential Privacy Polytope
Naoise Holohan, Douglas J. Leith, Oliver Mason
We study the convex polytope of n x n stochastic matrices that define locally differentially private mechanisms. We first present invariance properties of the polytope and results…
Differentially Private Response Mechanisms on Categorical Data
Naoise Holohan, Doug Leith, Oliver Mason
We study mechanisms for differential privacy on finite datasets. By deriving \emph{sufficient sets} for differential privacy we obtain necessary and sufficient conditions for diffe…