Lattices for Studying Monotonicity of Bayesian Networks.
Linda C. van der GaagSilja RenooijPetra L. GeenenPublished in: Probabilistic Graphical Models (2006)
Keyphrases
- bayesian networks
- conditional independence
- bayesian network learning
- graphical models
- conditional probabilities
- learning bayesian networks
- structure learning
- probabilistic inference
- expert knowledge
- probabilistic model
- inference in bayesian networks
- data sets
- concept lattice
- probabilistic reasoning
- bayesian belief networks
- naive bayes
- probability distribution
- knowledge base
- parameter learning
- bayesian network structures
- incomplete data
- bayesian network inference
- multiply sectioned bayesian networks
- bayesian network classifiers
- generative model
- social networks
- learning algorithm
- neural network