From: Threshold optimization and random undersampling for imbalanced credit card data
Technique | Threshold | TPR | FPR | FNR | TNR | F-meas | G-mean | MCC | Precision |
---|---|---|---|---|---|---|---|---|---|
F-meas | 0.0681 | 0.8819 | 0.0053 | 0.1181 | 0.9947 | 0.3856 | 0.9365 | 0.4641 | 0.2533 |
F-meas NC | 0.1711 | 0.8685 | 0.0018 | 0.1315 | 0.9982 | 0.5979 | 0.9310 | 0.6289 | 0.4584 |
G-mean | 0.0333 | 0.8977 | 0.0132 | 0.1023 | 0.9868 | 0.2238 | 0.9410 | 0.3316 | 0.1323 |
G-mean NC | 0.0734 | 0.8801 | 0.0048 | 0.1199 | 0.9952 | 0.4054 | 0.9358 | 0.4795 | 0.2699 |
MCC | 0.0333 | 0.8977 | 0.0132 | 0.1023 | 0.9868 | 0.2238 | 0.9410 | 0.3316 | 0.1323 |
MCC NC | 0.0734 | 0.8801 | 0.0048 | 0.1199 | 0.9952 | 0.4054 | 0.9358 | 0.4795 | 0.2699 |
Precision | 0.0681 | 0.8819 | 0.0053 | 0.1181 | 0.9947 | 0.3856 | 0.9365 | 0.4641 | 0.2533 |
Precision NC | 0.4621 | 0.8480 | 0.0009 | 0.1520 | 0.9991 | 0.7224 | 0.9202 | 0.7336 | 0.6446 |
C | 0.0357 | 0.8923 | 0.0091 | 0.1077 | 0.9909 | 0.2517 | 0.9402 | 0.3591 | 0.1469 |
D | 0.5000 | 0.8526 | 0.0007 | 0.1474 | 0.9993 | 0.7560 | 0.9229 | 0.7610 | 0.6812 |