Discontinuous Hamiltonian Monte Carlo for discrete parameters and discontinuous likelihoods

Akihiko Nishimura, David Dunson, Jianfeng Lu

Hamiltonian Monte Carlo has emerged as a standard tool for posterior computation. In this article, we present an extension that can efficiently explore target distributions with di…