Over-sampling SamplersΒΆ

The imbalanced_ensemble.sampler.over_sampling submodule provides a set of methods to perform over-sampling.

ADASYN(**kwargs)

Oversample using Adaptive Synthetic (ADASYN) algorithm.

RandomOverSampler(**kwargs)

Class to perform random over-sampling.

KMeansSMOTE(**kwargs)

Apply a KMeans clustering before to over-sample using SMOTE.

SMOTE(**kwargs)

Class to perform over-sampling using SMOTE.

BorderlineSMOTE(**kwargs)

Over-sampling using Borderline SMOTE.

SVMSMOTE(**kwargs)

Over-sampling using SVM-SMOTE.