On Bayesian Network Approximation by Edge Deletion.
Adnan DarwicheHei ChanArthur ChoiPublished in: UAI (2005)
Keyphrases
- bayesian networks
- graphical models
- probabilistic inference
- edge information
- learning bayesian networks
- edge detection
- closed form
- uncertain knowledge
- approximation algorithms
- conditional independence
- error bounds
- image processing
- causal relationships
- structure learning
- bayesian network structure
- probabilistic model
- probabilistic reasoning
- parameter learning
- approximation methods
- bayesian network inference
- markov blanket
- error tolerance
- piecewise constant
- exact inference
- probability distribution
- expert knowledge
- conditional probabilities
- edge detector
- random variables