API

This is the full API documentation of the cluster-over-sampling package.

clover.distribution: Distribution of generated samples

The clover.distribution includes the distributor classes for clustering-based over-sampling.

distribution.DensityDistributor([…]) Class to perform density based distribution.

clover.over_sampling: Clustering based over-samplers

The clover.over_sampling includes the over-samplers for clustering-based over-sampling.

over_sampling.RandomOverSampler([clusterer, …]) Class to perform random over-sampling.
over_sampling.SMOTE([clusterer, …]) Class to perform over-sampling using SMOTE.
over_sampling.BorderlineSMOTE([clusterer, …]) Over-sampling using Borderline SMOTE.
over_sampling.SVMSMOTE([clusterer, …]) Over-sampling using SVM-SMOTE.
over_sampling.ADASYN([clusterer, …]) Perform over-sampling using Adaptive Synthetic (ADASYN) sampling approach for imbalanced datasets.