Causal Discovery with Latent Confounders Based on Higher-Order Cumulants.
Ruichu CaiZhiyi HuangWei ChenZhifeng HaoKun ZhangPublished in: ICML (2023)
Keyphrases
- causal discovery
- higher order
- observational data
- latent variables
- causal models
- causal relationships
- causal structure
- high order
- discovery process
- fourth order
- bayesian networks
- directed acyclic graph
- causal effects
- natural images
- experimental data
- conditional independence
- probabilistic model
- higher order statistics
- markov random field
- markov blanket
- pairwise
- conditional random fields
- random variables
- knowledge discovery
- database
- gaussian process
- information retrieval