FIGURE 3.

Applied sampling methods. Imbalanced datasets consist of healthy patients ($•$), special subsets of healthy patients ($■$), and sick patients ($▶$). Oversampling adds synthetically created sick patients to the dataset. Undersampling methods reduce the number of data points: random sampling randomly excludes healthy patients, informed sampling excludes only specific subsets of healthy patients. In each box the studies applying the respective method are given