Subkey

Description

SMOTE

Determine whether to use SMOTE oversampling, see also ` imbalanced learn <https://imbalanced-learn.readthedocs.io/en/stable/generated/imblearn.over_sampling.SMOTE.html/>`_.

SMOTE_ratio

Determine the ratio of oversampling. If 1, the minority class will be oversampled to the same size as the majority class. We sample on a uniform scale: the parameters specify the range (a, a + b).

SMOTE_neighbors

Number of neighbors used in SMOTE. This should be much smaller than the number of objects/patients you supply. We sample on a uniform scale: the parameters specify the range (a, a + b).

Oversampling

Determine whether to random oversampling.