Mutual-information-inspired heuristics for constraint-based causal structure learning.
Xiaolong QiXiaocong FanHuiling WangLing LinYang GaoPublished in: Inf. Sci. (2021)
Keyphrases
- structure learning
- mutual information
- bayesian networks
- markov blanket
- graphical models
- conditional independence
- image registration
- bayesian network classifiers
- parameter learning
- bayesian network structure learning
- parameter estimation
- transfer learning
- feature selection
- causal discovery
- causal relationships
- markov networks
- causal models
- similarity measure
- markov logic networks
- probabilistic reasoning
- conditional independence tests
- constraint satisfaction
- probability distribution
- probabilistic model
- directed acyclic graph
- posterior probability
- sample size
- random variables
- conditional probabilities