A Cluster-Cumulant Expansion at the Fixed Points of Belief Propagation.
Max WellingAndrew GelfandAlexander T. IhlerPublished in: UAI (2012)
Keyphrases
- belief propagation
- fixed point
- graphical models
- probabilistic graphical models
- markov random field
- message passing
- graph cuts
- stereo matching
- approximate inference
- loopy belief propagation
- free energy
- markov networks
- energy minimization
- bethe free energy
- clustering algorithm
- pairwise
- random variables
- energy function
- probabilistic model
- factor graphs
- conditional random fields
- exact inference
- partition function
- bayesian networks
- data clustering
- probabilistic inference
- unsupervised learning
- lower bound
- preprocessing