Under-sampling-based ensembles

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

SelfPacedEnsembleClassifier([estimator, ...])

A self-paced ensemble (SPE) Classifier for class-imbalanced learning.

BalanceCascadeClassifier([estimator, ...])

A balance-cascade Classifier for class-imbalanced learning.

BalancedRandomForestClassifier([...])

A balanced random forest classifier.

EasyEnsembleClassifier([estimator, ...])

Bag of balanced boosted learners also known as EasyEnsemble.

RUSBoostClassifier([estimator, ...])

Random under-sampling integrated in the learning of AdaBoost.

UnderBaggingClassifier([estimator, ...])

A Bagging classifier with intergrated random under-sampling.