Active Structure Learning of Causal DAGs via Directed Clique Trees.
Chandler SquiresSara MagliacaneKristjan H. GreenewaldDmitriy KatzMurat KocaogluKarthikeyan ShanmugamPublished in: NeurIPS (2020)
Keyphrases
- structure learning
- bayesian networks
- directed acyclic graph
- conditional independence
- markov blanket
- graphical models
- causal models
- parameter learning
- causal discovery
- bayesian network classifiers
- transfer learning
- conditional independence tests
- bayesian network structure learning
- markov logic networks
- decision trees
- belief networks
- causal relationships
- parameter estimation
- network structure
- probability distribution
- markov networks
- probabilistic model
- equivalence classes
- sample size
- random variables
- probabilistic reasoning
- conditional probabilities
- posterior probability
- probabilistic inference