Frontiers for propositional reasoning about fragments of probabilistic conditional independence and hierarchical database decompositions.
Sebastian LinkPublished in: Theor. Comput. Sci. (2015)
Keyphrases
- conditional independence
- bayesian networks
- database
- probability theory
- random variables
- bayes nets
- graphical models
- directed acyclic graph
- axiomatic characterization
- causal models
- structure learning
- probability distribution
- learning bayesian networks
- probabilistic logic
- structure and parameter learning
- statistical independence
- possibility theory
- bayes net
- propositional logic
- belief networks
- generative model
- relational databases
- probabilistic model
- factor graphs
- causal discovery
- bayesian network structure
- causal independence
- conditional independencies
- chain graphs
- conditional probabilities