Bayesian Random Fields: The Bethe-Laplace Approximation.
Max WellingSridevi ParisePublished in: UAI (2006)
Keyphrases
- random fields
- expectation propagation
- maximum entropy
- parameter estimation
- markov random field
- free energy
- partition function
- posterior distribution
- random field models
- bayesian inference
- approximate inference
- non stationary
- markov fields
- conditional random fields
- probabilistic model
- belief propagation
- maximum likelihood
- gibbs sampler
- random field model
- closed form
- generalized belief propagation
- maximum a posteriori
- gaussian process
- posterior probability
- pseudo likelihood
- bayesian estimation
- message passing
- higher order
- information retrieval
- data mining