Narayan Srinivasan

The Polynomial Stein Discrepancy for Assessing Moment Convergence

We propose a novel method for measuring the discrepancy between a set of samples and a desired posterior distribution for Bayesian inference. Classical methods for assessing sample quality like the effective sample size are not appropriate for scalable Bayesian sampling algorithms, such as stochasti…