Discretisation Does Affect the Performance of Bayesian Networks.
Saskia RobbenMarina VelikovaPeter J. F. LucasMaurice SamulskiPublished in: SGAI Conf. (2010)
Keyphrases
- bayesian networks
- conditional independence
- probabilistic reasoning
- conditional probabilities
- learning bayesian networks
- structure learning
- probabilistic model
- inference in bayesian networks
- probabilistic inference
- graphical models
- probability distribution
- knowledge representation
- parameter learning
- bayesian network classifiers
- hidden variables
- diagnostic reasoning
- bayesian network structure
- expert knowledge
- approximate inference
- naive bayes
- data sets
- causal relationships
- real time
- random variables
- classification accuracy
- bayesian belief networks
- decision trees
- feature selection
- probabilistic modeling
- artificial intelligence
- machine learning