Loopy Belief Propagation for Approximate Inference: An Empirical Study.
Kevin P. MurphyYair WeissMichael I. JordanPublished in: UAI (1999)
Keyphrases
- loopy belief propagation
- approximate inference
- graphical models
- belief propagation
- probabilistic inference
- parameter estimation
- message passing
- exact inference
- gaussian process
- variational methods
- dynamic bayesian networks
- bayesian networks
- free energy
- conditional random fields
- markov chain monte carlo
- factor graphs
- partition function
- markov random field
- probabilistic model
- latent variables
- belief networks
- higher order
- random variables
- graph cuts
- probability distribution
- structured prediction
- pairwise
- generative model
- maximum likelihood
- dynamic programming
- lower bound
- three dimensional
- image segmentation