Provisional Propagation for Verifying Monotonicity of Bayesian Networks.
Merel T. RietbergenLinda C. van der GaagHans L. BodlaenderPublished in: ECAI (2014)
Keyphrases
- bayesian networks
- junction tree
- connected components
- bayesian network inference
- conditional independence
- structure learning
- bayesian network structure
- probabilistic reasoning
- probabilistic inference
- conditional probabilities
- bayesian network learning
- probability distribution
- bayesian network classifiers
- model checking
- expert knowledge
- wave propagation
- incomplete data
- graphical models
- complex domains
- learning bayesian networks
- probabilistic model
- inference in bayesian networks
- propagation model
- continuous variables
- exact inference
- bayesian belief networks
- random variables
- case study
- probabilistic modeling
- naive bayes
- monotonicity constraints
- expert systems
- hidden variables