Over-sampling-based ensembles

The imbalanced_ensemble.ensemble module contains a set of ensemble imbalanced learning methods.

OverBoostClassifier([base_estimator, ...])

Random over-sampling integrated in the learning of AdaBoost.

SMOTEBoostClassifier([base_estimator, ...])

SMOTE over-sampling integrated in the learning of AdaBoost.

KmeansSMOTEBoostClassifier([base_estimator, ...])

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

OverBaggingClassifier([base_estimator, ...])

A Bagging classifier with intergrated random over-sampling.

SMOTEBaggingClassifier([base_estimator, ...])

A Bagging classifier with intergrated SMOTE over-sampling.