On the Practical Irrelevance of Diverging Implication between Probabilistic Conditional Independence and Embedded Multivalued Dependency.
Cory J. ButzPawan LingrasPublished in: IICAI (2005)
Keyphrases
- conditional independence
- bayesian networks
- probability theory
- conditional dependencies
- graphical models
- independence relations
- belief networks
- bayes nets
- random variables
- structure learning
- learning bayesian networks
- probabilistic logic
- probability distribution
- causal independence
- causal models
- axiomatic characterization
- statistical independence
- probabilistic model
- multivalued dependencies
- directed acyclic graph
- probabilistic reasoning
- conditional probabilities
- bayesian network structure
- possibility theory
- structure and parameter learning
- causal discovery
- posterior probability
- join dependencies
- markov blanket
- probabilistic knowledge
- probabilistic inference
- functional dependencies
- bayes net
- belief propagation
- conditional independencies
- chain graphs
- generative model
- fuzzy sets