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doc/over_sampling.rst
@@ -223,7 +223,7 @@ parameter of the SVM classifier allows to select more or less support vectors.
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For both borderline and SVM SMOTE, a neighborhood is defined using the
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parameter ``m_neighbors`` to decide if a sample is in danger, safe, or noise.
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-ADASYN is working similarly to the regular SMOTE. However, the number of
+ADASYN works similarly to the regular SMOTE. However, the number of
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samples generated for each :math:`x_i` is proportional to the number of samples
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which are not from the same class than :math:`x_i` in a given
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neighborhood. Therefore, more samples will be generated in the area that the
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