105 citations · 108 across the 7 of their papers we have counts for
3 papers · 1 filter
Differentially Private Synthetic High-dimensional Tabular Stream
Girish Kumar, Thomas Strohmer, Roman Vershynin
While differentially private synthetic data generation has been explored extensively in the literature, how to update this data in the future if the underlying private data changes…
Metric geometry of the privacy-utility tradeoff
March Boedihardjo, Thomas Strohmer, Roman Vershynin
Synthetic data are an attractive concept to enable privacy in data sharing. A fundamental question is how similar the privacy-preserving synthetic data are compared to the true dat…
Private measures, random walks, and synthetic data
March Boedihardjo, Thomas Strohmer, Roman Vershynin
Differential privacy is a mathematical concept that provides an information-theoretic security guarantee. While differential privacy has emerged as a de facto standard for guarante…