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 | 0.1507 | 0.9217 | 0.0518 | 0.0783 | 0.9482 | 0.0584 | 0.9347 | 0.1614 | 0.0302 |
F-meas NC | 0.3901 | 0.8907 | 0.0166 | 0.1093 | 0.9834 | 0.1730 | 0.9356 | 0.2861 | 0.0975 |
G-mean | 0.1324 | 0.9260 | 0.0606 | 0.0740 | 0.9394 | 0.0508 | 0.9325 | 0.1497 | 0.0261 |
G-mean NC | 0.2208 | 0.9094 | 0.0347 | 0.0906 | 0.9653 | 0.0890 | 0.9367 | 0.2003 | 0.0470 |
MCC | 0.1317 | 0.9260 | 0.0610 | 0.0740 | 0.9390 | 0.0505 | 0.9323 | 0.1492 | 0.0260 |
MCC NC | 0.2350 | 0.9073 | 0.0326 | 0.0927 | 0.9674 | 0.0960 | 0.9367 | 0.2081 | 0.0510 |
Precision | 0.1509 | 0.9217 | 0.0517 | 0.0783 | 0.9483 | 0.0585 | 0.9348 | 0.1616 | 0.0302 |
Precision NC | 0.8467 | 0.7722 | 0.0025 | 0.2278 | 0.9975 | 0.5380 | 0.8716 | 0.5810 | 0.4962 |
C | 0.2500 | 0.9057 | 0.0276 | 0.0943 | 0.9724 | 0.1029 | 0.9383 | 0.2181 | 0.0546 |
D | 0.5000 | 0.8836 | 0.0103 | 0.1164 | 0.9897 | 0.2305 | 0.9349 | 0.3393 | 0.1332 |