Streaming Variational Inference for Bayesian Nonparametric Mixture Models

Alex Tank, Nicholas J. Foti, Emily B. Fox

Abstract: In theory, Bayesian nonparametric (BNP) models are well suited to streaming data scenarios due to their ability to adapt model complexity based on the amount of data observed. Unfortunately, such b...