Andrei-Cristian Barbos

Clone MCMC: Parallel High-Dimensional Gaussian Gibbs Sampling

We propose a generalized Gibbs sampler algorithm for obtaining samples approximately distributed from a high-dimensional Gaussian distribution. Similarly to Hogwild methods, our approach does not target the original Gaussian distribution of interest, but an approximation to it. Contrary to Hogwild m…