Blocked Particle Gibbs Schemes for High Dimensional Interacting Systems.

This paper examines the use of blocking strategies for Particle Gibbs sampling schemes for high dimensional latent state space models with interacting components. Such strategies are particularly advantageous for high-dimensional systems because they allow multiple lower-dimensional blocks to be sampled, avoiding the curse of dimensionality within the particle filter. This paper presents algorithm...