Validated Variational Inference via Practical Posterior Error Bounds

Jonathan H. Huggins, Mikolaj Kasprzak, Trevor Campbell, Tamara Broderick

Abstract: Variational inference has become an increasingly attractive fast alternative to Markov chain Monte Carlo methods for approximate Bayesian inference. However, a major obstacle to the widespread use ...