Scalable Metropolis-Hastings for Exact Bayesian Inference with Large Datasets

Robert Cornish, Paul Vanetti, Alexandre Bouchard-Côté +2

Bayesian inference via standard Markov Chain Monte Carlo (MCMC) methods is too computationally intensive to handle large datasets, since the cost per step usually scales like $Θ(n)…