Michael Hay

Differentially Private Learning of Undirected Graphical Models Using Collective Graphical Models

We investigate the problem of learning discrete graphical models in a differentially private way. Approaches to this problem range from privileged algorithms that conduct learning completely behind the privacy barrier to schemes that release private summary statistics paired with algorithms to learn…