Efficient Structure Learning of Bayesian Networks using Constraints.
Cassio P. de CamposQiang JiPublished in: J. Mach. Learn. Res. (2011)
Keyphrases
- structure learning
- bayesian networks
- graphical models
- conditional independence
- continuous variables
- learning bayesian networks
- parameter learning
- bayesian network classifiers
- bayesian network structure learning
- structure and parameter learning
- markov blanket
- transfer learning
- probability distribution
- markov networks
- markov logic networks
- approximate inference
- bayesian network structure
- bayesian network structures
- posterior probability
- sample size
- structure learning algorithm
- probabilistic model
- probabilistic inference
- belief propagation
- exact inference
- naive bayes
- pairwise