Efficient MCMC for Gibbs Random Fields using pre-computation

Aidan Boland, Nial Friel, Florian Maire

Bayesian inference of Gibbs random fields (GRFs) is often referred to as a doubly intractable problem, since the likelihood function is intractable. The exploration of the posterio…