Discovery of non-gaussian linear causal models using ICA
Shohei ShimizuAapo HyvärinenYutaka KanoPatrik O. HoyerPublished in: CoRR (2012)
Keyphrases
- causal models
- causal discovery
- independent component analysis
- structural equation models
- causal relationships
- blind source separation
- conditional independence
- independent components analysis
- observational data
- causal structure
- causal relations
- independent components
- directed acyclic graph
- non stationary
- structural model
- causal reasoning
- discovery process
- causal inference
- signal processing
- factor analysis
- principal component analysis
- causal graph
- bayesian networks
- statistically independent
- tractable cases
- association rules
- feature extraction
- face recognition
- data mining
- causal ordering
- online discussion
- linear model
- learning process
- preprocessing