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