Approximate inference on planar graphs using Loop Calculus and Belief Propagation.
Vicenç GómezHilbert J. KappenMichael ChertkovPublished in: UAI (2009)
Keyphrases
- approximate inference
- planar graphs
- belief propagation
- graphical models
- message passing
- markov random field
- exact inference
- loopy belief propagation
- factor graphs
- graph cuts
- stereo matching
- variational methods
- partition function
- fixed point
- free energy
- energy minimization
- probabilistic inference
- random variables
- pairwise
- belief networks
- energy function
- markov networks
- importance sampling
- bayesian networks
- structured prediction
- probabilistic model
- markov chain monte carlo
- structure learning
- random fields
- sample size
- higher order
- information extraction
- three dimensional
- generalized belief propagation