Estimation of Sparse Binary Pairwise Markov Networks using Pseudo-likelihoods.
Holger HöflingRobert TibshiraniPublished in: J. Mach. Learn. Res. (2009)
Keyphrases
- markov networks
- pairwise
- belief propagation
- maximum likelihood
- markov random field
- graphical models
- binary valued
- posterior probability
- conditional random fields
- maximum margin
- parameter estimation
- probabilistic graphical models
- first order logic
- probabilistic model
- bayesian networks
- document classification
- bayesian inference
- random variables
- higher order
- graph cuts
- stereo matching
- inductive logic programming
- semi supervised
- multi class
- markov logic networks
- similarity measure
- image processing
- random fields
- probability distribution