Tabular Classification on Anemia
0.957Balanced AccuracySMOTE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SMOTEClassifier=XGBoost2025.08 | 0.957 | 0.988 | |
| SMOTEClassifier=Random Forest2025.08 | 0.95 | — | |
| ctdGANClassifier=XGBoost2025.08 | 0.932 | 0.976 | |
| ctdGANClassifier=Random Forest2025.08 | 0.916 | — | |
| SMOTEClassifier=Multilayer Perceptron2025.08 | 0.828 | — | |
| ctdGANClassifier=Multilayer Perceptron2025.08 | 0.758 | — | |
| TVAEClassifier=MLP2025.08 | -33.3 | — | |
| TVAEClassifier=XGBoost2025.08 | -40.1 | -24.9 | |
| CT GANClassifier=MLP2025.08 | -41.7 | — | |
| ctdGANClassifier=MLP2025.08 | -42.8 | — | |
| TVAEClassifier=RF2025.08 | -43.2 | — | |
| COP GANClassifier=MLP2025.08 | -49 | — | |
| CT GANClassifier=XGBoost2025.08 | -51.1 | -29.4 | |
| ctdGANClassifier=XGBoost2025.08 | -51.8 | -39.1 | |
| ctdGANClassifier=RF2025.08 | -53.1 | — | |
| CT GANClassifier=RF2025.08 | -53.5 | — | |
| CTAB GAN+Classifier=MLP2025.08 | -53.7 | — | |
| COP GANClassifier=XGBoost2025.08 | -54.3 | -33.3 | |
| COP GANClassifier=RF2025.08 | -57.5 | — | |
| CTAB GAN+Classifier=XGBoost2025.08 | -63.4 | -44.6 | |
| CTAB GAN+Classifier=RF2025.08 | -64.6 | — | |
| GCOP GANClassifier=MLP2025.08 | -72 | — | |
| CGANClassifier=MLP2025.08 | -80.4 | — | |
| SB GANClassifier=MLP2025.08 | -80.4 | — | |
| GCOP GANClassifier=XGBoost2025.08 | -84 | -72.3 | |
| GCOP GANClassifier=RF2025.08 | -84.3 | — | |
| CGANClassifier=RF2025.08 | -88.1 | — | |
| SB GANClassifier=RF2025.08 | -88.4 | — | |
| CGANClassifier=XGBoost2025.08 | -89.1 | -79.1 | |
| SB GANClassifier=XGBoost2025.08 | -89.1 | -77.8 |