A Finite Axiomatization of Conditional Independence and Inclusion Dependencies.
Miika HannulaJuha KontinenPublished in: FoIKS (2014)
Keyphrases
- conditional independence
- inclusion dependencies
- complete axiomatization
- integrity constraints
- functional dependencies
- relational databases
- bayesian networks
- databases
- random variables
- graphical models
- data dependencies
- relational model
- structure learning
- probability distribution
- causal models
- inference rules
- directed acyclic graph
- learning bayesian networks
- data exchange
- containment of conjunctive queries
- universal relation
- conditional independencies
- set of functional dependencies
- possibility theory
- axiomatic characterization
- database schema
- probabilistic model
- chain graphs
- conjunctive queries
- data model
- object oriented
- knowledge representation
- xml documents
- database