49 citations · 56 across the 3 of their papers we have counts for
3 papers
math.ST2014★ 49 cited
Privacy and Statistical Risk: Formalisms and Minimax Bounds
Rina Foygel Barber, John C. Duchi
We explore and compare a variety of definitions for privacy and disclosure limitation in statistical estimation and data analysis, including (approximate) differential privacy, tes…
stat.ME2014★ 6 cited
The log-shift penalty for adaptive estimation of multiple Gaussian graphical models
Yuancheng Zhu, Rina Foygel Barber
Sparse Gaussian graphical models characterize sparse dependence relationships between random variables in a network. To estimate multiple related Gaussian graphical models on the s…
math.ST2014★ 1 cited
High-dimensional Ising model selection with Bayesian information criteria
Rina Foygel Barber, Mathias Drton
We consider the use of Bayesian information criteria for selection of the graph underlying an Ising model. In an Ising model, the full conditional distributions of each variable fo…