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 | 0.1126 | 0.9317 | 0.0788 | 0.0683 | 0.9212 | 0.0399 | 0.9263 | 0.1312 | 0.0204 |
F-meas NC | 0.1663 | 0.9035 | 0.0339 | 0.0965 | 0.9661 | 0.0926 | 0.9341 | 0.2033 | 0.0492 |
G-mean | 0.1066 | 0.9352 | 0.0898 | 0.0648 | 0.9102 | 0.0352 | 0.9224 | 0.1225 | 0.0179 |
G-mean NC | 0.1289 | 0.9214 | 0.0589 | 0.0786 | 0.9411 | 0.0534 | 0.9310 | 0.1530 | 0.0276 |
MCC | 0.1062 | 0.9356 | 0.0907 | 0.0644 | 0.9093 | 0.0349 | 0.9222 | 0.1220 | 0.0178 |
MCC NC | 0.1317 | 0.9201 | 0.0563 | 0.0799 | 0.9437 | 0.0563 | 0.9317 | 0.1570 | 0.0291 |
Precision | 0.1129 | 0.9313 | 0.0784 | 0.0687 | 0.9216 | 0.0400 | 0.9263 | 0.1315 | 0.0205 |
Precision NC | 0.3501 | 0.8591 | 0.0068 | 0.1409 | 0.9932 | 0.3814 | 0.9235 | 0.4580 | 0.2838 |
C | 0.2500 | 0.8789 | 0.0129 | 0.1211 | 0.9871 | 0.1913 | 0.9313 | 0.3042 | 0.1076 |
D | 0.5000 | 0.8415 | 0.0009 | 0.1585 | 0.9991 | 0.7138 | 0.9167 | 0.7222 | 0.6223 |