lale.lib.imblearn package

Submodules

• lale.lib.imblearn.adasyn module
  • ADASYN
    • ADASYN.decision_function()
    • ADASYN.fit()
    • ADASYN.predict()
    • ADASYN.predict_proba()
    • ADASYN.transform()
• lale.lib.imblearn.all_knn module
  • AllKNN
    • AllKNN.decision_function()
    • AllKNN.fit()
    • AllKNN.predict()
    • AllKNN.predict_proba()
    • AllKNN.transform()
• lale.lib.imblearn.base_resampler module
• lale.lib.imblearn.borderline_smote module
  • BorderlineSMOTE
    • BorderlineSMOTE.decision_function()
    • BorderlineSMOTE.fit()
    • BorderlineSMOTE.predict()
    • BorderlineSMOTE.predict_proba()
    • BorderlineSMOTE.transform()
• lale.lib.imblearn.condensed_nearest_neighbour module
  • CondensedNearestNeighbour
    • CondensedNearestNeighbour.decision_function()
    • CondensedNearestNeighbour.fit()
    • CondensedNearestNeighbour.predict()
    • CondensedNearestNeighbour.predict_proba()
    • CondensedNearestNeighbour.transform()
• lale.lib.imblearn.edited_nearest_neighbours module
  • EditedNearestNeighbours
    • EditedNearestNeighbours.decision_function()
    • EditedNearestNeighbours.fit()
    • EditedNearestNeighbours.predict()
    • EditedNearestNeighbours.predict_proba()
    • EditedNearestNeighbours.transform()
• lale.lib.imblearn.instance_hardness_threshold module
  • InstanceHardnessThreshold
    • InstanceHardnessThreshold.decision_function()
    • InstanceHardnessThreshold.fit()
    • InstanceHardnessThreshold.predict()
    • InstanceHardnessThreshold.predict_proba()
    • InstanceHardnessThreshold.transform()
• lale.lib.imblearn.random_over_sampler module
  • RandomOverSampler
    • RandomOverSampler.decision_function()
    • RandomOverSampler.fit()
    • RandomOverSampler.predict()
    • RandomOverSampler.predict_proba()
    • RandomOverSampler.transform()
• lale.lib.imblearn.random_under_sampler module
  • RandomUnderSampler
    • RandomUnderSampler.decision_function()
    • RandomUnderSampler.fit()
    • RandomUnderSampler.predict()
    • RandomUnderSampler.predict_proba()
    • RandomUnderSampler.transform()
• lale.lib.imblearn.repeated_edited_nearest_neighbours module
  • RepeatedEditedNearestNeighbours
    • RepeatedEditedNearestNeighbours.decision_function()
    • RepeatedEditedNearestNeighbours.fit()
    • RepeatedEditedNearestNeighbours.predict()
    • RepeatedEditedNearestNeighbours.predict_proba()
    • RepeatedEditedNearestNeighbours.transform()
• lale.lib.imblearn.smote module
  • SMOTE
    • SMOTE.decision_function()
    • SMOTE.fit()
    • SMOTE.predict()
    • SMOTE.predict_proba()
    • SMOTE.transform()
• lale.lib.imblearn.smoteenn module
  • SMOTEENN
    • SMOTEENN.decision_function()
    • SMOTEENN.fit()
    • SMOTEENN.predict()
    • SMOTEENN.predict_proba()
    • SMOTEENN.transform()
• lale.lib.imblearn.smoten module
  • SMOTEN
    • SMOTEN.decision_function()
    • SMOTEN.fit()
    • SMOTEN.predict()
    • SMOTEN.predict_proba()
    • SMOTEN.transform()
• lale.lib.imblearn.smotenc module
  • SMOTENC
    • SMOTENC.decision_function()
    • SMOTENC.fit()
    • SMOTENC.predict()
    • SMOTENC.predict_proba()
    • SMOTENC.transform()
• lale.lib.imblearn.svm_smote module
  • SVMSMOTE
    • SVMSMOTE.decision_function()
    • SVMSMOTE.fit()
    • SVMSMOTE.predict()
    • SVMSMOTE.predict_proba()
    • SVMSMOTE.transform()

Module contents

Scikit-learn compatible wrappers for a subset of the operators from imbalanced-learn along with schemas to enable hyperparameter tuning.

Operators:

• CondensedNearestNeighbour

• EditedNearestNeighbours

• RepeatedEditedNearestNeighbours

• AllKNN

• InstanceHardnessThreshold

• ADASYN

• BorderlineSMOTE

• RandomOverSampler

• RandomUnderSampler

• SMOTE

• SMOTEN

• SMOTENC

• SVMSMOTE

• SMOTEENN