Clover

A general interface for clustering based over-sampling algorithms.

The module provides the implementation of an interface for clustering-based over-sampling. It has two submodules:

• distribution: Provides the classes to distrubute the generated samples into clusters.

  • DensityDistributor: Density based distributor.

• over_sampling: Provides the clustering-based oversampling algorithms.

  • ClusterOverSampler: Combinations of oversampler and clusterer.
  • KMeansSMOTE: KMeans-SMOTE oversampling algorithm oversampling algorithm.
  • SOMO: SOMO oversampling algorithm.
  • GeometricSOMO: G-SOMO oversampling algorithm.