A finite axiomatization of conditional independence and inclusion dependencies.
Miika HannulaJuha KontinenPublished in: CoRR (2013)
Keyphrases
- conditional independence
- inclusion dependencies
- complete axiomatization
- integrity constraints
- functional dependencies
- bayesian networks
- relational databases
- databases
- data dependencies
- random variables
- probability distribution
- graphical models
- relational model
- learning bayesian networks
- directed acyclic graph
- causal models
- data exchange
- structure learning
- possibility theory
- inference rules
- containment of conjunctive queries
- axiomatic characterization
- conditional independencies
- universal relation
- chain graphs
- database schema
- query answering
- database
- database theory
- probabilistic model
- conditional independence tests
- normal form
- object oriented
- data model