Robust Approximate Sampling via Stochastic Gradient Barker Dynamics

Lorenzo Mauri, Giacomo Zanella

Stochastic Gradient (SG) Markov Chain Monte Carlo algorithms (MCMC) are popular algorithms for Bayesian sampling in the presence of large datasets. However, they come with little t…