Nicholas G. Tawn

Annealed leap-point sampler for multimodal target distributions

Abstract In Bayesian statistics, exploring high-dimensional multimodal posterior distributions poses major challenges for existing MCMC approaches. This paper introduces the annealed leap-point sampler (ALPS), which augments the target distribution state space with modified annea...