Table 2.
Model performance.
Models | Precision | Accuracy | Sensitivity | Specificity | Recall | F1 |
---|---|---|---|---|---|---|
LightGBM | 40.00% | 59.87% | 25.00% | 20.79% | 25.00% | 30.77% |
GBDT | 50.94% | 59.24% | 41.07% | 30.69% | 41.07% | 41.82% |
Adaboost | 51.35% | 64.33% | 33.93% | 17.81% | 33.93% | 40.86% |
Catboost | 42.86% | 60.51% | 32.14% | 23.76% | 32.14% | 36.73% |
XGboost | 43.18% | 60.51% | 33.93% | 24.75% | 33.93% | 38.00% |
Random Forest | 50.00% | 64.33% | 32.14% | 17.82% | 32.14% | 39.13% |
TPOT | 43.90% | 61.15% | 32.14% | 22.77% | 32.14% | 37.11% |
ANN | 36.36% | 62.42% | 7.14% | 6.93% | 7.14% | 11.94% |