An empirical assessment of validation practices for molecular classifiers.
Peter J. CastaldiIssa J. DahabrehJohn P. A. IoannidisPublished in: Briefings Bioinform. (2011)
Keyphrases
- classification systems
- training data
- decision trees
- training set
- feature selection
- ensemble classifier
- classification models
- classification algorithm
- svm classifier
- test set
- training examples
- machine learning algorithms
- dna computing
- support vector
- multiple classifiers
- three dimensional
- ensemble learning
- case study
- classifier combination
- current practices
- machine learning
- capability maturity model
- learning classifier systems
- machine learning methods
- class labels
- naive bayes
- feature extraction