Markov blanket-based approach for learning multi-dimensional Bayesian network classifiers: An application to predict the European Quality of Life-5 Dimensions (EQ-5D) from the 39-item Parkinson's Disease Questionnaire (PDQ-39).
Hanen BorchaniConcha BielzaPablo Martínez-MartínPedro LarrañagaPublished in: J. Biomed. Informatics (2012)
Keyphrases
- bayesian network classifiers
- markov blanket
- structure learning
- bayesian networks
- discriminative learning
- learning algorithm
- learning process
- naive bayes
- prior knowledge
- graphical models
- variable selection
- parameter learning
- approximate inference
- benchmark data sets
- causal discovery
- statistical learning
- least squares
- classification accuracy
- support vector
- social networks