Over-sampling-based ensembles

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

OverBoostClassifier([estimator, ...])

Random over-sampling integrated in the learning of AdaBoost.

SMOTEBoostClassifier([estimator, ...])

SMOTE over-sampling integrated in the learning of AdaBoost.

KmeansSMOTEBoostClassifier([estimator, ...])

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

OverBaggingClassifier([estimator, ...])

A Bagging classifier with intergrated random over-sampling.

SMOTEBaggingClassifier([estimator, ...])

A Bagging classifier with intergrated SMOTE over-sampling.