Sticky PDMP samplers for sparse and local inference problems

Joris Bierkens, Sebastiano Grazzi, Frank van der Meulen +1

We construct a new class of efficient Monte Carlo methods based on continuous-time piecewise deterministic Markov processes (PDMPs) suitable for inference in high dimensional spars…