5.5 k-fold Cross-Validation

  • This is an alternative to LOOCV which involves dividing the data set into k groups (folds) of approximately equal size.
  • The percent of the data set that is in the validation set can be thought of as 1/k.
  • E.g., for k=5 groups, 20% of the data would be withheld for testing.