Identification of Causal Structure with Latent Variables Based on Higher Order Cumulants.
Wei ChenZhiyi HuangRuichu CaiZhifeng HaoKun ZhangPublished in: AAAI (2024)
Keyphrases
- latent variables
- causal structure
- higher order
- causal relationships
- observational data
- probabilistic model
- causal discovery
- random variables
- prior knowledge
- topic models
- gaussian process
- latent variable models
- hidden variables
- high order
- structural svms
- causal models
- conditional random fields
- causal relations
- causal bayesian networks
- fourth order
- lower order
- causal effects
- markov random field
- observed variables
- directed acyclic graph
- linear models
- generative model
- graphical models
- decision making
- data mining