Bayesian Discovery of Linear Acyclic Causal Models.
Patrik O. HoyerAntti HyttinenPublished in: UAI (2009)
Keyphrases
- causal models
- causal discovery
- structural equation models
- causal ordering
- linear non gaussian
- causal structure
- bayesian networks
- causal relationships
- causal graph
- observational data
- conditional independence
- structural model
- directed acyclic graph
- discovery process
- causal reasoning
- causal inference
- np hard
- causal relations
- maximum likelihood
- causal effects
- gaussian processes
- tractable cases
- linear model
- decision making
- dependency graphs
- binary valued
- np complete
- integrity constraints
- gaussian process