Streaming, Distributed Variational Inference for Bayesian Nonparametrics.
Trevor CampbellJulian StraubJohn W. Fisher IIIJonathan P. HowPublished in: NIPS (2015)
Keyphrases
- variational inference
- bayesian inference
- posterior distribution
- topic models
- probabilistic model
- latent dirichlet allocation
- gaussian process
- probabilistic graphical models
- closed form
- variational methods
- mixture model
- hyperparameters
- distributed systems
- approximate inference
- data streams
- posterior probability
- exact inference
- probability distribution
- bayesian framework
- latent variables
- parameter estimation
- exponential family
- random sampling
- machine learning
- first order logic
- sample size
- maximum likelihood
- language model
- higher order
- factor graphs
- feature selection