Discovery of Non-gaussian Linear Causal Models using ICA.
Shohei ShimizuAapo HyvärinenYutaka KanoPatrik O. HoyerPublished in: UAI (2005)
Keyphrases
- causal models
- causal discovery
- independent component analysis
- structural equation models
- blind source separation
- causal relationships
- independent components analysis
- independent components
- observational data
- causal structure
- causal reasoning
- signal processing
- causal inference
- factor analysis
- causal relations
- structural model
- statistically independent
- face recognition
- tractable cases
- discovery process
- directed acyclic graph
- knowledge discovery
- causal graph
- conditional independence
- preprocessing
- linear models
- non stationary
- causal effects
- bayesian networks
- causal ordering
- online discussion
- high dimensional
- data mining