Defining Conditional Independence Using Collapses.
Shmuel KatzDoron A. PeledPublished in: Theor. Comput. Sci. (1992)
Keyphrases
- conditional independence
- random variables
- bayesian networks
- graphical models
- probability distribution
- directed acyclic graph
- causal models
- structure learning
- learning bayesian networks
- structure and parameter learning
- gaussian model
- possibility theory
- axiomatic characterization
- probability theory
- statistical independence
- bayesian network structure
- chain graphs
- causal independence
- conditional independencies
- message passing
- probabilistic model
- machine learning