Scalable MCMC for Large Data Problems using Data Subsampling and the Difference Estimator

Matias Quiroz, Mattias Villani, Robert Kohn

We propose a generic Markov Chain Monte Carlo (MCMC) algorithm to speed up computations for datasets with many observations. A key feature of our approach is the use of the highly…