Learning Treewidth-Bounded Bayesian Networks with Thousands of Variables.
Mauro ScanagattaGiorgio CoraniCassio P. de CamposMarco ZaffalonPublished in: NIPS (2016)
Keyphrases
- bayesian networks
- hidden variables
- bayesian network structures
- reinforcement learning
- learning process
- bayesian network structure
- supervised learning
- online learning
- markov blanket
- learning problems
- learning bayesian networks from data
- learning algorithm
- bayesian network learning
- learning tasks
- probability distribution
- prior knowledge
- random variables
- inductive inference
- dynamic bayesian networks
- bayesian network classifiers
- learning systems
- upper bound
- causal bayesian networks
- structure learning algorithm
- search space