Semi-Separable Hamiltonian Monte Carlo for Inference in Bayesian Hierarchical Models

Yichuan Zhang, Charles Sutton

Sampling from hierarchical Bayesian models is often difficult for MCMC methods, because of the strong correlations between the model parameters and the hyperparameters. Recent Riem…