Differentially Private Learning of Undirected Graphical Models using Collective Graphical Models

Garrett Bernstein, Ryan McKenna, Tao Sun +3

We investigate the problem of learning discrete, undirected graphical models in a differentially private way. We show that the approach of releasing noisy sufficient statistics usi…