SHAP-XRT: The Shapley Value Meets Conditional Independence Testing.
Jacopo TeneggiBeepul BhartiYaniv RomanoJeremias SulamPublished in: Trans. Mach. Learn. Res. (2023)
Keyphrases
- conditional independence
- bayesian networks
- random variables
- graphical models
- learning bayesian networks
- structure learning
- probability distribution
- probability theory
- bayesian network structure
- directed acyclic graph
- causal models
- axiomatic characterization
- belief propagation
- markov property
- possibility theory
- statistical independence
- structure and parameter learning
- game theory
- causal independence
- causal discovery
- probabilistic graphical models
- conditional independencies
- chain graphs
- probabilistic model