The Multiset Sampler, a New MCMC Scheme

Michael Lavine
Department of Mathematics and Statistics
University of Massachusetts, Amherst
ABSTRACT:
MCMC samplers often have difficulty when the target distribution is multimodal or has sharp ridges. This talk will show how the difficulties may be ameliorated by keeping two distinct copies of the state vector -- a multiset -- instead of just one.