Variational Tempering

Stephan Mandt, James McInerney, Farhan Abrol, Rajesh Ranganath, David M. Blei

Abstract: Variational inference (VI) combined with data subsampling enables approximate posterior inference with large data sets for otherwise intractable models, but suffers from poor local optima. We first...