Theoretical Analysis of Cross-Validation for Estimating the Risk of the $k$-Nearest Neighbor Classifier.
Alain CelisseTristan Mary-HuardPublished in: J. Mach. Learn. Res. (2018)
Keyphrases
- cross validation
- theoretical analysis
- model selection
- cross validated
- hyperparameters
- variable selection
- regularization parameter
- support vector
- training set
- regression problems
- nearest neighbor classifiers
- generalization error
- unseen data
- knn
- error estimates
- database
- information criterion
- support vector machine
- feature selection