Selecting One Dependency Estimators in Bayesian Network Using Different MDL Scores and Overfitting Criterion.
Meng HanZhihai WangYashu LiuPublished in: J. Inf. Sci. Eng. (2014)
Keyphrases
- minimum description length
- bayesian networks
- scoring function
- mdl principle
- model selection
- cross validation
- structure learning
- scoring metrics
- information theoretic
- probabilistic inference
- bayesian network inference
- uncertain knowledge
- information criterion
- selection criterion
- bayesian network classifiers
- diagnostic reasoning
- decision trees
- graphical models
- inference in bayesian networks
- structural learning
- probabilistic model
- bayesian network structure
- selection algorithm
- probability distribution
- minimum message length
- analytical expressions