Best-Choice Edge Grafting for Efficient Structure Learning of Markov Random Fields.
Walid ChaabeneBert HuangPublished in: IEEE BigData (2018)
Keyphrases
- structure learning
- markov random field
- parameter estimation
- parameter learning
- markov networks
- graphical models
- partition function
- belief propagation
- bayesian networks
- markov logic networks
- random fields
- graph cuts
- maximum likelihood
- higher order
- conditional independence
- undirected graphical models
- maximum a posteriori
- probabilistic graphical models
- pairwise
- conditional random fields
- sample size
- energy function
- model selection
- network structure
- transfer learning
- approximate inference
- least squares
- posterior probability
- message passing
- image reconstruction
- random variables
- exact inference
- probabilistic model