Residual Similarity Based Conditional Independence Test and Its Application in Causal Discovery.
Hao ZhangShuigeng ZhouKun ZhangJihong GuanPublished in: AAAI (2022)
Keyphrases
- causal discovery
- conditional independence
- causal models
- statistical independence
- bayesian networks
- random variables
- directed acyclic graph
- causal structure
- graphical models
- causal relationships
- probability distribution
- markov blanket
- discovery process
- possibility theory
- structure learning
- axiomatic characterization
- chain graphs
- causal relations
- machine learning
- observational data
- conditional independencies
- markov networks
- message passing
- structural learning
- structural equation models
- data mining
- databases