Over-sampling Samplers

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

ADASYN(*[, sampling_strategy, random_state, ...])	Oversample using Adaptive Synthetic (ADASYN) algorithm.
RandomOverSampler(*[, sampling_strategy, ...])	Class to perform random over-sampling.
KMeansSMOTE(*[, sampling_strategy, ...])	Apply a KMeans clustering before to over-sample using SMOTE.
SMOTE(*[, sampling_strategy, random_state, ...])	Class to perform over-sampling using SMOTE.
BorderlineSMOTE(*[, sampling_strategy, ...])	Over-sampling using Borderline SMOTE.
SVMSMOTE(*[, sampling_strategy, ...])	Over-sampling using SVM-SMOTE.