HUGS: Combining Exact Inference and Gibbs Sampling in junction Trees.
Uffe KjærulffPublished in: UAI (1995)
Keyphrases
- exact inference
- gibbs sampling
- junction tree
- inference in bayesian networks
- approximate inference
- graphical models
- bayesian networks
- belief networks
- probabilistic inference
- belief propagation
- probabilistic graphical models
- dynamic bayesian networks
- approximation algorithms
- conditional random fields
- latent variables
- message passing
- structured prediction
- parameter estimation
- probabilistic model
- variational methods
- probability distribution
- image segmentation
- support vector
- markov random field
- gaussian process
- conditional probabilities