Imbalanced Classification on Phoneme 1%
0.268PR AUCForest Diff
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Forest DiffStrategy=Forest Diff, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.268 | 0.05 | |
| BS1Strategy=BS1, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.257 | 0.031 | |
| BS2Strategy=BS2, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.248 | 0.039 | |
| SMOTE K-tunedStrategy=SMOTE K-tuned, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.245 | 0.037 | |
| MGS (d + 1)Strategy=MGS (d + 1), Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.239 | 0.027 | |
| SMOTEStrategy=SMOTE, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.237 | 0.039 | |
| NoneStrategy=None, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.181 | 0.03 | |
| CWStrategy=CW, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.177 | 0.029 | |
| ROSStrategy=ROS, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.174 | 0.039 | |
| CT GANStrategy=CT GAN, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.106 | 0.026 | |
| RUSStrategy=RUS, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.052 | 0.013 | |
| NM1Strategy=NM1, Base Model=LightGBM, Max Depth=tuned on PR AUC2024.02 | 0.039 | 0.005 |