Enumerating Equivalence Classes of Bayesian Networks using EC Graphs.
Eunice Yuh-Jie ChenArthur ChoiAdnan DarwichePublished in: AISTATS (2016)
Keyphrases
- equivalence classes
- bayesian network structures
- bayesian networks
- equivalence class
- conditional independencies
- directed acyclic graph
- markov equivalence classes
- conditional independence
- chain graphs
- learning bayesian networks
- graph matching
- structure learning
- undirected graph
- bayesian network structure
- structural learning
- incomplete data
- electronic commerce
- graph mining
- directed graph
- weighted graph
- conditional probabilities
- probabilistic model
- hidden variables
- graph theory
- bayesian belief networks
- probabilistic inference
- markov property
- missing data