Streaming, Distributed Variational Inference for Bayesian Nonparametrics.
Trevor CampbellJulian StraubJohn W. Fisher IIIJonathan P. HowPublished in: CoRR (2015)
Keyphrases
- random variables
- variational inference
- posterior distribution
- probability distribution
- latent variables
- probabilistic graphical models
- bayesian inference
- bayesian networks
- probabilistic model
- gaussian process
- topic models
- exact inference
- mixture model
- closed form
- approximate inference
- variational methods
- latent dirichlet allocation
- posterior probability
- distributed systems
- data streams
- factor graphs
- hidden variables
- exponential family
- hyperparameters
- statistical models