Separoids: A Mathematical Framework for Conditional Independence and Irrelevance.
A. Philip DawidPublished in: Ann. Math. Artif. Intell. (2001)
Keyphrases
- mathematical framework
- conditional independence
- independence relations
- image formation
- bayesian networks
- random variables
- graphical models
- directed acyclic graph
- learning bayesian networks
- causal models
- structure learning
- probability distribution
- belief networks
- markov property
- possibility theory
- statistical independence
- bayesian network structure
- axiomatic characterization
- probability theory
- conditional independencies
- chain graphs
- causal discovery
- conditional independence tests
- structure and parameter learning
- pattern recognition
- image processing