1.过采样

2.欠采样

3.SMOTE

4.API

• imblearn.under_sampling
  • Prototype generation
    • imblearn.under_sampling.ClusterCentroids
  • Prototype selection
    • under_sampling.CondensedNearestNeighbour()
    • under_sampling.EditedNearestNeighbours()
    • under_sampling.RepeatedEditedNearestNeighbours()
    • under_sampling.AllKNN()
    • under_sampling.InstanceHardnessThreshold()
    • under_sampling.NearMiss()
    • under_sampling.NeighbourhoodCleaningRule()
    • under_sampling.OneSidedSelection()
    • under_sampling.RandomUnderSampler()
    • under_sampling.TomekLinks()
• imblearn.over_sampling
  • imblearn.over_sampling.ADASYN
  • imblearn.over_sampling.BorderlineSMOTE
  • imblearn.over_sampling.KMeansSMOTE
  • imblearn.over_sampling.RandomOverSampler
  • imblearn.over_sampling.SMOTE
  • imblearn.over_sampling.SMOTENC
  • imblearn.over_sampling.SVMSMOTE
• imblearn.combine
  • imblearn.combine.SMOTEENN
  • imblearn.combine.SMOTETomek
• imblearn.ensemble
• imblearn.keras
• imblearn.tensorflow
• imblearn.pipeline
• imblearn.metrics
• imblearn.datasets
• imblearn.utils