Particle-MALA and Particle-mGRAD: Gradient-based MCMC methods for high-dimensional state-space models

Adrien Corenflos, Axel Finke

State-of-the-art methods for Bayesian inference in state-space models are (a) conditional sequential Monte Carlo (CSMC) algorithms; (b) sophisticated 'classical' MCMC algorithms li…