Table 4 Performance of various down-sampling methods on independent test dataset
Model | Samples (N/P) | Acc (%) | Sen (%) | Pre (%) | F1 (%) | MCC | AUC (%) |
|---|---|---|---|---|---|---|---|
ClusterCentroids | 530/530 | 84.75 | 81.77 | 87.57 | 84.57 | 69.68 | 92.55 |
RUS | 530/530 | 84.18 | 81.22 | 86.98 | 84.00 | 68.55 | 92.18 |
OneSideSelection | 2863/530 | 82.20 | 80.66 | 83.91 | 82.25 | 64.47 | 90.21 |
NearMiss-1 | 530/530 | 83.62 | 80.11 | 86.83 | 83.33 | 67.48 | 93.11 |
NearMiss-2 | 530/530 | 85.31 | 83.43 | 87.28 | 85.31 | 70.71 | 92.00 |
NearMiss-3 | 530/530 | 90.11 | 95.06 | 85.08 | 89.79 | 80.73 | 96.75 |