2015
Streaming Variational Inference for Bayesian Nonparametric Mixture Models
AISTATS 2015poster
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 benefits have not been fully realized in practice; existing inference algorithms either are not applicab…