Causal Inference on Time Series using Structural Equation Models
Jonas PetersDominik JanzingBernhard SchölkopfPublished in: CoRR (2012)
Keyphrases
- causal inference
- causal models
- structural equation models
- observational data
- causal effects
- rare events
- causal discovery
- causal relationships
- conditional independence
- causal relations
- directed acyclic graph
- experimental data
- additive noise
- discrete data
- non stationary
- importance sampling
- nonmonotonic reasoning
- text mining