Focused on binary class datasets, the imbalance package provides
methods to generate synthetic examples and achieve balance between the
minority and majority classes in dataset distributions
Methods to oversample the minority class: racog,
wracog, rwo, pdfos,
mwmote
Method to measure imbalance ratio in a given two-class dataset:
imbalanceRatio.
Method to visually evaluate algorithms: plotComparison.
Methods to filter oversampled instances neater.