cross_validation

The museotoolbox.cross_validation module gathers cross-validation classes.

Classes

LeaveOneOut([n_repeats, random_state, verbose])	Generate a Cross-Validation using a Stratified Leave One Out.
LeaveOneSubGroupOut([n_repeats, …])	Generate a Cross-Validation by subgroup.
LeavePSubGroupOut([valid_size, n_repeats, …])	Generate a Cross-Validation using subgroup (each group belong to a unique label).
RandomStratifiedKFold([n_splits, n_repeats, …])	Generate a Cross-Validation with full random selection and Stratified K-Fold (same percentange per class).
SpatialLeaveAsideOut(distance_matrix[, …])	Generate a Cross-Validation using the farthest distance between the training and validation samples.
SpatialLeaveOneOut([distance_thresold, …])	Generate a Cross-Validation with a stratified spatial Leave-One-Out method.
SpatialLeaveOneSubGroupOut(…[, …])	Generate a Cross-Validation with Spatial Leave-One-Out method.