Over-sampling-based ensemblesΒΆ

The imbalanced_ensemble.ensemble.over_sampling submodule contains a set of over-sampling-based ensemble imbalanced learning methods.

OverBoostClassifier(**kwargs)

Random over-sampling integrated in the learning of AdaBoost.

SMOTEBoostClassifier(**kwargs)

SMOTE over-sampling integrated in the learning of AdaBoost.

KmeansSMOTEBoostClassifier(**kwargs)

Kmeans-SMOTE over-sampling integrated in the learning of AdaBoost.

OverBaggingClassifier(**kwargs)

A Bagging classifier with intergrated random over-sampling.

SMOTEBaggingClassifier(**kwargs)

A Bagging classifier with intergrated SMOTE over-sampling.