Conservative independence-based causal structure learning in absence of adjacency faithfulness.
Jan LemeireStijn MeganckFrancesco CartellaTingting LiuPublished in: Int. J. Approx. Reason. (2012)
Keyphrases
- structure learning
- conditional independence
- causal models
- causal discovery
- conditional independence tests
- causal relationships
- causal reasoning
- bayesian networks
- directed acyclic graph
- markov blanket
- parameter learning
- causal graph
- bayesian network classifiers
- bayesian network structure learning
- markov logic networks
- structure learning algorithm
- random walk
- prior knowledge
- machine learning