Binary Classification on MagicTel 20%
76PR AUCROS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ROSStrategy=ROS2024.02 | 76 | 0.4 | |
| CWStrategy=CW2024.02 | 75.9 | 0.3 | |
| SMOTEStrategy=SMOTE2024.02 | 75.7 | 0.4 | |
| SMOTE K-tunedStrategy=SMOTE K-tuned2024.02 | 75.7 | 0.3 | |
| Forest DiffStrategy=Forest Diff2024.02 | 75.6 | 0.3 | |
| NoneStrategy=None2024.02 | 75.4 | 0.2 | |
| MGS (d + 1)Strategy=MGS2024.02 | 75 | 0.3 | |
| BS2Strategy=BS22024.02 | 74.2 | 0.4 | |
| RUSStrategy=RUS2024.02 | 74.1 | 0.4 | |
| BS1Strategy=BS12024.02 | 73.9 | 0.4 | |
| CT GANStrategy=CT GAN2024.02 | 69.3 | 1.2 | |
| NM1Strategy=NM12024.02 | 33.8 | 0.9 | |
| CWStrategy=CW, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.764 | 0.003 | |
| ROSStrategy=ROS, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.763 | 0.004 | |
| Forest DiffStrategy=Forest Diff, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.763 | 0.003 | |
| NoneStrategy=None, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.762 | 0.004 | |
| SMOTE K-tunedStrategy=SMOTE K-tuned, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.761 | 0.004 | |
| ROSModel=Random Forest2024.02 | 0.76 | — | |
| SMOTEStrategy=SMOTE, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.76 | 0.004 | |
| CWModel=Random Forest2024.02 | 0.759 | — | |
| SMOTEModel=Random Forest2024.02 | 0.757 | — | |
| SMOTE K-tunedModel=Random Forest2024.02 | 0.757 | — | |
| Forest DiffModel=Random Forest2024.02 | 0.756 | — | |
| NoneModel=Random Forest2024.02 | 0.754 | — | |
| MGS (d + 1)Model=Random Forest2024.02 | 0.75 | — | |
| MGS (d + 1)Strategy=MGS (d + 1), Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.746 | 0.003 | |
| BS2Model=Random Forest2024.02 | 0.742 | — | |
| RUSModel=Random Forest2024.02 | 0.741 | — | |
| BS1Model=Random Forest2024.02 | 0.739 | — | |
| RUSStrategy=RUS, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.73 | 0.005 | |
| BS1Strategy=BS1, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.729 | 0.005 | |
| BS2Strategy=BS2, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.729 | 0.006 | |
| CT GANStrategy=CT GAN, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.702 | 0.009 | |
| CT GANModel=Random Forest2024.02 | 0.693 | — | |
| NM1Model=Random Forest2024.02 | 0.338 | — | |
| NM1Strategy=NM1, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.281 | 0.008 |