Model selection and generalization estimation
9 methods in the atlas attack this one problem. They are rivals: each wins something the others do not.
Phrasings that mean this problem
Generalization estimationImbalanced evaluationUnbiased model selectionTemporal evaluationModel comparison
model-selection
- K-fold cross-validationstandalonecanonmodel-selection
- Leave-one-out cross-validationstandalonestandardmodel-selection
- Bootstrap validationOut-of-bag errorstandardmodel-selection
- Stratified cross-validationClass-balanced foldsstandardmodel-selection
- Nested cross-validationInner-outer loopsstandardmodel-selection
- Time-series cross-validationForward-chaining splitsstandardmodel-selection
- Akaike information criterionstandalonestandardmodel-selection
- Bayesian information criterionstandalonestandardmodel-selection
- Minimum description lengthstandalonespecialistmodel-selection