Differentially Private Bayesian Linear Regression

Garrett Bernstein, Daniel R. Sheldon

Neural Information Processing Systems 

Linear regression is one of the most widely used statistical methods, especially in the social sciences [Agresti and Finlay, 2009] and other domains where data comes from humans.