Classifier | Voting | LR | KNN | DT | SVM | RF | XGBoost | LightGBM | NGBoost |
---|---|---|---|---|---|---|---|---|---|
Accuracy | 0.8216 | 0.8230 | 0.7956 | 0.8236 | 0.8230 | 0.8383 | 0.8363 | 0.8337 | 0.8343 |
Precision | 0.5549 | 0.4118 | 0.6077 | 0.6851 | 0.4118 | 0.7222 | 0.7147 | 0.7076 | 0.7152 |
Recall score | 0.5018 | 0.4996 | 0.5708 | 0.6399 | 0.4996 | 0.6280 | 0.6372 | 0.6505 | 0.5958 |
F1 score | 0.4584 | 0.4514 | 0.5796 | 0.6560 | 0.4514 | 0.6523 | 0.6601 | 0.6702 | 0.6158 |
ROC-AUC | 0.5018 | 0.4996 | 0.5708 | 0.6399 | 0.4996 | 0.6280 | 0.6372 | 0.6505 | 0.5958 |