Causal Discovery with Unobserved Variables: A Proxy Variable Approach.
Mingzhou LiuXinwei SunYu QiaoYizhou WangPublished in: CoRR (2023)
Keyphrases
- causal discovery
- causal models
- observed variables
- markov blanket
- observational data
- causal relationships
- causal structure
- causal relations
- causal effects
- bayesian networks
- target variable
- directed acyclic graph
- conditional independence
- structural equation models
- discovery process
- latent variables
- experimental data
- continuous variables
- databases
- linear non gaussian
- hidden variables
- structure learning
- sample size
- feature selection
- data mining
- semi supervised
- classification accuracy
- machine learning
- causal ordering
- real world