Table 6.
Imbalanced Data | Oversampling | Undersampling | ||||
---|---|---|---|---|---|---|
without DA | with DA | without DA | with DA | without DA | with DA | |
Luminal A vs. Non-Luminal A | 0.843 | 0.442 | 0.562 | 0.001 | 0.963 | 0.225 |
Luminal A (multi-classification) | ||||||
Luminal B1 vs. Non-Luminal B1 | 0.532 | 0.113 | 0.741 | 0.009 | 0.923 | 0.899 |
Luminal B1 (multi-classification) | ||||||
Luminal B2 vs. Non-Luminal B2 | 0.470 | 0.971 | 0.407 | 0.691 | 0.184 | 0.007 |
Luminal B2 (multi-classification) | ||||||
HER2 vs. Non-HER2 | 0.049 | 0.112 | 0.082 | 0.655 | 0.326 | 0.138 |
HER2 (multi-classification) | ||||||
TN vs. Non-TN | 0.600 | 0.798 | 0.488 | 0.929 | 0.661 | 0.311 |
TN (multi-classification) |