Causal Structure Discovery from Distributions Arising from Mixtures of DAGs.
Basil SaeedSnigdha PanigrahiCaroline UhlerPublished in: ICML (2020)
Keyphrases
- causal structure
- causal discovery
- directed acyclic graph
- observational data
- causal models
- random variables
- heavy tailed distributions
- heavy tailed
- causal relationships
- conditional independence
- discovery process
- causal ordering
- experimental data
- causal relations
- graphical models
- probability distribution
- bayesian networks
- directed graph
- causal graph
- knowledge discovery
- orders of magnitude
- conditional probabilities
- latent variables
- mixture model
- causal effects
- causal bayesian networks