Multi-fidelity Monte Carlo: a pseudo-marginal approach

Diana Cai, Ryan P. Adams

Markov chain Monte Carlo (MCMC) is an established approach for uncertainty quantification and propagation in scientific applications. A key challenge in applying MCMC to scientific…