Sequential Monte Carlo with active subspaces

Leonardo Ripoli, Richard G. Everitt

Monte Carlo methods, such as Markov chain Monte Carlo (MCMC), remain the most regularly-used approach for implementing Bayesian inference. However, the computational cost of these…