Accelerating MCMC with active subspaces

Paul G. Constantine, Carson Kent, Tan Bui-Thanh

The Markov chain Monte Carlo (MCMC) method is the computational workhorse for Bayesian inverse problems. However, MCMC struggles in high-dimensional parameter spaces, since its ite…