Prior-Knowledge-Driven Local Causal Structure Learning and Its Application on Causal Discovery Between Type 2 Diabetes and Bone Mineral Density.
Wei WangGangqiang HuBo YuanShandong YeChao ChenYaYun CuiXi ZhangLiting QianPublished in: IEEE Access (2020)
Keyphrases
- causal discovery
- structure learning
- bayesian networks
- conditional independence
- markov blanket
- causal models
- prior knowledge
- causal relationships
- graphical models
- causal structure
- parameter learning
- directed acyclic graph
- bayesian network classifiers
- discovery process
- random variables
- markov logic networks
- transfer learning
- parameter estimation
- probability distribution
- observational data
- conditional probabilities
- markov networks
- prior information
- belief propagation
- causal relations
- hidden variables