Unity Smoothing for Handling Inconsistent Evidence in Bayesian Networks and Unity Propagation for Faster Inference.
Mads LindskouTorben TvedebrinkPoul Svante EriksenSøren HøjsgaardNiels MorlingPublished in: CoRR (2022)
Keyphrases
- bayesian networks
- evidential reasoning
- junction tree
- belief updating
- bayesian network inference
- probabilistic reasoning
- multiply sectioned bayesian networks
- inference in bayesian networks
- probabilistic inference
- bayesian network classifiers
- exact inference
- probabilistic model
- expert knowledge
- variable elimination
- empirical evidence
- parameter learning
- structure learning
- inference process
- markov networks
- incomplete data
- naive bayes
- probability distribution