Binary Classification on Haberman 10%
0.323PR AUCMGS (d + 1)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MGS (d + 1)Strategy=MGS (d + 1), Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.323 | 0.037 | |
| SMOTE K-tunedStrategy=SMOTE K-tuned, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.322 | 0.055 | |
| CWStrategy=CW, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.316 | 0.038 | |
| MGS (d + 1)Strategy=MGS2024.02 | 0.311 | 0.032 | |
| MGS (d + 1)Model=Random Forest2024.02 | 0.311 | — | |
| BS1Strategy=BS12024.02 | 0.308 | 0.036 | |
| BS1Model=Random Forest2024.02 | 0.308 | — | |
| SMOTE K-tunedStrategy=SMOTE K-tuned2024.02 | 0.307 | 0.036 | |
| SMOTE K-tunedModel=Random Forest2024.02 | 0.307 | — | |
| SMOTEStrategy=SMOTE2024.02 | 0.306 | 0.034 | |
| Forest DiffStrategy=Forest Diff2024.02 | 0.306 | 0.042 | |
| SMOTEModel=Random Forest2024.02 | 0.306 | — | |
| Forest DiffModel=Random Forest2024.02 | 0.306 | — | |
| CT GANStrategy=CT GAN, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.305 | 0.047 | |
| SMOTEStrategy=SMOTE, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.302 | 0.039 | |
| ROSStrategy=ROS, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.3 | 0.041 | |
| NoneStrategy=None, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.297 | 0.047 | |
| ROSStrategy=ROS2024.02 | 0.295 | 0.038 | |
| ROSModel=Random Forest2024.02 | 0.295 | — | |
| BS2Strategy=BS22024.02 | 0.294 | 0.039 | |
| BS2Model=Random Forest2024.02 | 0.294 | — | |
| BS1Strategy=BS1, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.294 | 0.039 | |
| RUSStrategy=RUS2024.02 | 0.289 | 0.045 | |
| RUSModel=Random Forest2024.02 | 0.289 | — | |
| Forest DiffStrategy=Forest Diff, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.282 | 0.033 | |
| CT GANStrategy=CT GAN2024.02 | 0.28 | 0.024 | |
| CT GANModel=Random Forest2024.02 | 0.28 | — | |
| CWStrategy=CW2024.02 | 0.268 | 0.035 | |
| NM1Strategy=NM12024.02 | 0.268 | 0.04 | |
| CWModel=Random Forest2024.02 | 0.268 | — | |
| NM1Model=Random Forest2024.02 | 0.268 | — | |
| BS2Strategy=BS2, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.263 | 0.041 | |
| NoneStrategy=None2024.02 | 0.252 | 0.033 | |
| NoneModel=Random Forest2024.02 | 0.252 | — | |
| NM1Strategy=NM1, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.134 | 0.027 | |
| RUSStrategy=RUS, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.125 | 0.023 |