Using Descendants as Instrumental Variables for the Identification of Direct Causal Effects in Linear SEMs.
Hei ChanManabu KurokiPublished in: AISTATS (2010)
Keyphrases
- structural equation models
- causal effects
- causal relations
- directed acyclic graph
- causal relationships
- linear models
- causal models
- observational data
- observed variables
- online discussion
- causal bayesian networks
- causal structure
- variable selection
- temporal relations
- computational complexity
- support vector
- real world