Split-and-augmented Gibbs sampler - Application to large-scale inference problems

Maxime Vono, Nicolas Dobigeon, Pierre Chainais

This paper derives two new optimization-driven Monte Carlo algorithms inspired from variable splitting and data augmentation. In particular, the formulation of one of the proposed…