Abstract: Highlights•A novel idea to characterize the compactness of imbalanced datasets.•Utilize each minority datapoint and its k-nearest neighbors while generating an artificial data point.•Ensure that noise and outliers can be ignored effectively.•Code has been made available as a python library.
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