Table 17 From [31], “Performance comparison without or with new feature(s) (average of 100 random customers), where revised theft cases are used
XGBoost | w/o | w/ | w/ | w/ | w/ | w/ |
|---|---|---|---|---|---|---|
Synth | Mean | Std | Min | Max | All 4 | |
DR(%) | 94 | 95 | 95 | 95 | 95 | 96 |
FPR(%) | 6 | 5 | 4 | 4 | 4 | 4 |
CatBoost | w/o | w/ | w/ | w/ | w/ | w/ |
Synth | Mean | Std | Min | Max | All 4 | |
DR(%) | 97 | 97 | 97 | 97 | 97 | 97 |
FPR(%) | 5 | 6 | 5 | 5 | 5 | 3 |
Light | w/o | w/ | w/ | w/ | w/ | w/ |
GBM | Synth | Mean | Std | Min | Max | All 4 |
DR(%) | 97 | 97 | 97 | 97 | 97 | 97 |
FPR(%) | 7 | 7 | 6 | 5 | 6 | 5 |