Bounding probabilities of causation through the causal marginal problem.
Numair SaniAtalanti-Anastasia MastakouriDominik JanzingPublished in: CoRR (2023)
Keyphrases
- causal reasoning
- probability distribution
- causal inferences
- causal models
- causal relationships
- causal explanation
- bayesian networks
- causal inference
- causal discovery
- marginal distributions
- upper bound
- indirect effects
- probability theory
- belief networks
- causal independence
- random variables
- causal networks
- causal knowledge
- transition probabilities
- expected values
- probability values
- information retrieval
- neural network
- rare events
- optimal solution