More importantly, Zakharov and Korkmaz studies did not take into account the control of the compound series bias. This step is necessary for obtaining realistic performance estimates in a real-world setting. Not only we accounted for it, but we also investigated if the stage in which the compound series control was introduced, in combination with the data augmentation (before or after applying SMOTE), had an impact in the outcome.