Out-of-time cross-validation strategies for classification in the presence of dataset shift.
Sebastián MaldonadoJulio LópezAndrés IturriagaPublished in: Appl. Intell. (2022)
Keyphrases
- cross validation
- model selection
- support vector
- cross validated
- regression problems
- training set
- variable selection
- hyperparameters
- nearest neighbor classifiers
- generalization error
- unseen data
- feature extraction
- machine learning
- sample size
- benchmark datasets
- regularization parameter
- support vector machine svm
- binary classifiers
- information criterion
- grid search
- roc analysis
- nearest neighbor classifier
- svm classification
- feature selection