Scaling Factorial Hidden Markov Models: Stochastic Variational Inference without Messages.
Yin Cheng NgPawel M. ChilinskiRicardo SilvaPublished in: NIPS (2016)
Keyphrases
- hidden markov models
- variational inference
- bayesian inference
- topic models
- stochastic context free grammars
- latent dirichlet allocation
- probabilistic model
- gaussian process
- variational methods
- posterior distribution
- closed form
- exponential family
- exact inference
- mixture model
- conditional random fields
- generative model
- linear dynamical systems
- expectation maximization
- markov chain monte carlo
- hyperparameters
- probability distribution
- prior information
- graphical models
- prior knowledge