Table 9.
HepG2 drug experimental compound model prediction validation
Threshold | Train set (Pos/Neg) | Test set (Pos/Neg) | Model | Accuracy | AUC |
---|---|---|---|---|---|
30 | 1502/768 | 50/6 | LR | 0.893 | 0.427 |
LDA | 0.875 | 0.800 | |||
KNN | 0.750 | 0.517 | |||
CART | 0.804 | 0.722 | |||
NB | 0.321 | 0.558 | |||
SVM | 0.893 | 0.943 | |||
XGBoost | 0.821 | 0.763 | |||
RDForest | 0.875 | 0.360 |