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lines changed Original file line number Diff line number Diff line change @@ -60,9 +60,9 @@ for usage example.
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From random over-sampling to SMOTE and ADASYN
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---------------------------------------------
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- Apart from the random sampling with replacement, there is two popular methods
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- to over-sample minority classes: (i) Synthetic Minority Oversampling Technique
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- (SMOTE) and (ii) Adaptive Synthetic (ADASYN) sampling method. These algorithm
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+ Apart from the random sampling with replacement, there are two popular methods
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+ to over-sample minority classes: (i) the Synthetic Minority Oversampling Technique
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+ (SMOTE) and (ii) the Adaptive Synthetic (ADASYN) sampling method. These algorithms
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can be used in the same manner::
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>>> from imblearn.over_sampling import SMOTE, ADASYN
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class ADASYN (BaseOverSampler ):
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- """Perform over-sampling using ADASYN.
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-
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- Perform over-sampling using Adaptive Synthetic Sampling Approach for
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- Imbalanced Learning.
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+ """Perform over-sampling using Adaptive Synthetic (ADASYN) sampling
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+ approach for imbalanced datasets.
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Read more in the :ref:`User Guide <smote_adasyn>`.
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