Scalable Differentiable Causal Discovery in the Presence of Latent Confounders with Skeleton Posterior (Extended Version).
Pingchuan MaRui DingQiang FuJiaru ZhangShuai WangShi HanDongmei ZhangPublished in: CoRR (2024)
Keyphrases
- causal discovery
- observational data
- causal models
- causal relationships
- discovery process
- latent variables
- causal structure
- bayesian networks
- conditional independence
- experimental data
- gaussian process
- directed acyclic graph
- probabilistic model
- bayesian framework
- probability distribution
- real world
- objective function
- databases
- regression model
- markov blanket