A Bunched Logic for Conditional Independence.
Jialu BaoSimon DochertyJustin HsuAlexandra SilvaPublished in: LICS (2021)
Keyphrases
- conditional independence
- probability theory
- bayesian networks
- random variables
- graphical models
- probability distribution
- structure learning
- logical inference
- directed acyclic graph
- learning bayesian networks
- bayesian network structure
- structure and parameter learning
- causal models
- possibility theory
- logic programming
- axiomatic characterization
- causal discovery
- modal logic
- causal independence
- statistical independence
- gaussian model
- conditional independencies
- chain graphs
- knowledge base
- probabilistic inference
- maximum likelihood