3 papers
cs.CR2021
A closed form scale bound for the -differentially private Gaussian Mechanism valid for all privacy regimes
Staal A. Vinterbo
The standard closed form lower bound on for providing -differential privacy by adding zero mean Gaussian noise with variance is $σ> Δ\sqrt {2}(ε^{-1}) \sqrt {\log…
cs.CR2018
Differentially Private Continual Release of Graph Statistics
Shuang Song, Susan Little, Sanjay Mehta +2
Motivated by understanding the dynamics of sensitive social networks over time, we consider the problem of continual release of statistics in a network that arrives online, while p…
cs.CR2018
A Simple Algorithm for Estimating Distribution Parameters from -Dimensional Randomized Binary Responses
Staal A. Vinterbo
Randomized response is attractive for privacy preserving data collection because the provided privacy can be quantified by means such as differential privacy. However, recovering a…