imbalance

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Learn more about SMOTE, see the original 2002 paper titled “ SMOTE: Synthetic Minority Over-sampling Technique “.

There are a number of implementations of the SMOTE algorithm, for example:

  • In Python, take a look at the “ UnbalancedDataset ” module. It provides a number of implementations of SMOTE as well as various other resampling techniques that you could try.
  • In R, the DMwR package provides an implementation of SMOTE.

 

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