Discriminative vs. Generative Learning of Bayesian Network Classifiers.
Guzmán SantaféJosé Antonio LozanoPedro LarrañagaPublished in: ECSQARU (2007)
Keyphrases
- bayesian network classifiers
- discriminative learning
- conditional likelihood
- discriminative parameter learning
- classification accuracy
- bayesian networks
- generative model
- naive bayes
- structure learning
- learning algorithm
- unsupervised learning
- knn
- data sets
- learning process
- naive bayes classifier
- variable selection
- machine learning
- active learning
- training data
- class imbalance
- benchmark data sets
- conditional random fields
- prior knowledge
- supervised learning
- multi class