Speeding Up MCMC by Efficient Data Subsampling

Matias Quiroz, Robert Kohn, Mattias Villani +1

We propose Subsampling MCMC, a Markov Chain Monte Carlo (MCMC) framework where the likelihood function for $n$ observations is estimated from a random subset of $m$ observations. W…