The efficiency of Hamiltonian Monte Carlo (HMC) can suffer when sampling...
We introduce Pathfinder, a variational method for approximately sampling...
The Bayesian approach to data analysis provides a powerful way to handle...
Markov chain Monte Carlo is a key computational tool in Bayesian statist...
As computational challenges in optimization and statistical inference gr...