API
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
][clover.over_sampling.SOMO]: SOMO oversampling algorithm. - [
GeometricSOMO
][clover.over_sampling.GeometricSOMO]: G-SOMO oversampling algorithm.