The spatial leave-pair-out cross-validation method for reliable AUC estimation of spatial classifiers.
Antti AirolaJonne PohjankukkaJohanna TorppaMaarit MiddletonVesa NykänenJukka HeikkonenTapio PahikkalaPublished in: Data Min. Knowl. Discov. (2019)
Keyphrases
- cross validation
- model selection
- training set
- test data
- cross validated
- decision trees
- feature selection
- pairwise
- binary classifiers
- generalization error
- hyperparameters
- nearest neighbor classifiers
- information criterion
- unseen data
- error analysis
- variable selection
- classification method
- training samples
- feature set
- support vector
- training data
- logistic regression
- machine learning algorithms
- em algorithm
- regularization parameter
- classification accuracy
- probabilistic model
- active learning