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Results of different balancing approaches and their influence on the performance on Duke dataset (average AUC on leave one patient out cross-validation). Standard deviation (SD) is shown in parentheses. Results do not include post-processing routine.
| Model | No Balancing | Class Balancing | Patient-Class Balancing |
|---|---|---|---|
| DL1 | 0.933 (0.055) | 0.923 (0.070) | 0.911 (0.086) |
| DL2 | 0.923 (0.057) | 0.950 (0.041) | 0.943 (0.051) |
| SVM | 0.822 (0.063) | 0.772 (0.061) | 0.765 (0.058) |
