Out-of-sample scoring and automatic selection of causal estimators.
Egor KraevTimo FleschHudson Taylor LekunzeMark HarleyPere Planell MorellPublished in: CoRR (2022)
Keyphrases
- automatic selection
- scoring model
- causal reasoning
- causal relationships
- bayesian networks
- causal models
- causal relations
- analytical expressions
- causal networks
- information systems
- scoring methods
- artificial intelligence
- variance estimator
- causal bayesian networks
- expert systems
- structural model
- directed acyclic graph
- causal structure
- risk measures
- complex systems
- causal theories
- causal explanation
- data streams
- data mining
- gradient estimators