Escaping Neal's Funnel: a multi-stage sampling method for hierarchical models

Aiden Gundersen, Neil J. Cornish

Neal's funnel refers to an exponential tapering in probability densities common to Bayesian hierarchical models. Usual sampling methods, such as Markov Chain Monte Carlo, struggle…