Curvature and Concentration of Hamiltonian Monte Carlo in High Dimensions

Susan Holmes, Simon Rubinstein-Salzedo, Christof Seiler

In this article, we analyze Hamiltonian Monte Carlo (HMC) by placing it in the setting of Riemannian geometry using the Jacobi metric, so that each step corresponds to a geodesic o…