Piecewise Deterministic Markov Processes for Bayesian Inference of PDE Coefficients

Leon Riccius, Iuri B. C. M. Rocha, Joris Bierkens +2

We develop a general framework for piecewise deterministic Markov process (PDMP) samplers that enables efficient Bayesian inference in non-linear inverse problems with expensive li…