Empirical evaluation of scoring functions for Bayesian network model selection.
Zhifa LiuBrandon M. MaloneChanghe YuanPublished in: BMC Bioinform. (2012)
Keyphrases
- empirical evaluation
- model selection
- scoring functions
- bayesian networks
- scoring function
- structure learning
- cross validation
- parameter estimation
- hyperparameters
- sample size
- probabilistic inference
- mixture model
- feature selection
- similarity measure
- model selection criteria
- graphical models
- conditional probabilities
- probabilistic model
- machine learning
- variable selection
- conditional independence
- probability distribution
- marginal likelihood
- information criterion
- random variables
- bayesian information criterion
- automatic model selection
- approximate inference
- incomplete data
- markov networks
- gaussian process
- posterior probability
- transfer learning
- naive bayes