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 | 0.0012 | 0.9193 | 0.0699 | 0.0807 | 0.9301 | 0.0438 | 0.9245 | 0.1375 | 0.0225 |
F-meas NC | 0.0921 | 0.7746 | 0.0004 | 0.2254 | 0.9996 | 0.7778 | 0.8797 | 0.7778 | 0.7827 |
G-mean | 0.0011 | 0.9208 | 0.0759 | 0.0792 | 0.9241 | 0.0404 | 0.9223 | 0.1315 | 0.0206 |
G-mean NC | 0.0025 | 0.8915 | 0.0239 | 0.1085 | 0.9761 | 0.1199 | 0.9327 | 0.2343 | 0.0646 |
MCC | 0.0011 | 0.9208 | 0.0760 | 0.0792 | 0.9240 | 0.0403 | 0.9223 | 0.1314 | 0.0206 |
MCC NC | 0.0029 | 0.8846 | 0.0196 | 0.1154 | 0.9804 | 0.1433 | 0.9311 | 0.2575 | 0.0787 |
Precision | 0.0012 | 0.9193 | 0.0699 | 0.0807 | 0.9301 | 0.0438 | 0.9245 | 0.1375 | 0.0225 |
Precision NC | 1.0000 | 0.1833 | 0.0000 | 0.8167 | 1.0000 | 0.3087 | 0.4267 | 0.4261 | 0.9988 |
C | 0.0017 | 0.9043 | 0.0398 | 0.0957 | 0.9602 | 0.0729 | 0.9317 | 0.1807 | 0.0380 |
D | 0.5000 | 0.6178 | 0.0002 | 0.3822 | 0.9998 | 0.7219 | 0.7853 | 0.7329 | 0.8721 |