284 citations · 535 across the 21 of their papers we have counts for
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stat.ML2014★ 8 cited
Streaming Variational Inference for Bayesian Nonparametric Mixture Models
Alex Tank, Nicholas J. Foti, Emily B. Fox
In theory, Bayesian nonparametric (BNP) models are well suited to streaming data scenarios due to their ability to adapt model complexity with the observed data. Unfortunately, suc…
stat.ML2014★ 45 cited
Stochastic Variational Inference for Hidden Markov Models
Nicholas J. Foti, Jason Xu, Dillon Laird +1
Variational inference algorithms have proven successful for Bayesian analysis in large data settings, with recent advances using stochastic variational inference (SVI). However, su…