Randomized Hamiltonian Monte Carlo as scaling limit of the bouncy particle sampler and dimension-free convergence rates

The Bouncy Particle Sampler is a Markov chain Monte Carlo method based on a nonreversible piecewise deterministic Markov process. In this scheme, a particle explores the state space of interest by evolving according to a linear dynamics which is altered by bouncing on the hyperplane tangent to the g...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron: Deligiannidis, G, Paulin, D, Bouchard-Côté, A, Doucet, A
Fformat: Journal article
Iaith:English
Cyhoeddwyd: Institute of Mathematical Statistics 2021