Topic summary
Nested cross-validation
Extracted from the Wikipedia article Cross-validation (statistics).
Nested cross-validation
When cross-validation is used simultaneously for selection of the best set of hyperparameters and for error estimation (and assessment of generalization capacity), a nested cross-validation is required. Many variants exist. At least two variants can be distinguished: