Differentially Private Distributed Bayesian Linear Regression with MCMC

Barış Alparslan, Sinan Yıldırım, Ş. İlker Birbil

We propose a novel Bayesian inference framework for distributed differentially private linear regression. We consider a distributed setting where multiple parties hold parts of the…