Formal Properties of Conditional Independence in Different Calculi of AI.
Milan StudenýPublished in: ECSQARU (1993)
Keyphrases
- conditional independence
- bayesian networks
- random variables
- graphical models
- learning bayesian networks
- bayesian network structure
- directed acyclic graph
- axiomatic characterization
- possibility theory
- structure learning
- probability theory
- causal models
- formal language
- probability distribution
- machine learning
- gaussian model
- markov property
- structure and parameter learning
- chain graphs
- causal discovery
- artificial intelligence
- statistical independence
- input output
- knowledge representation