Tabular Classification on Churn
31.3Balanced AccuracyTVAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TVAEClassifier=RF2025.08 | 31.3 | — | |
| TVAEClassifier=XGBoost2025.08 | 29.2 | 54.1 | |
| CTAB GAN+Classifier=XGBoost2025.08 | 14.6 | 25.6 | |
| ctdGANClassifier=XGBoost2025.08 | 14 | 25.6 | |
| CTAB GAN+Classifier=RF2025.08 | 12.8 | — | |
| ctdGANClassifier=RF2025.08 | 12.7 | — | |
| CTAB GAN+Classifier=MLP2025.08 | 6.7 | — | |
| COP GANClassifier=MLP2025.08 | 3.3 | — | |
| TVAEClassifier=MLP2025.08 | 1.8 | — | |
| CT GANClassifier=MLP2025.08 | 0.8 | — | |
| ctdGANClassifier=MLP2025.08 | 0.2 | — | |
| CGANClassifier=MLP2025.08 | -1.8 | — | |
| SB GANClassifier=MLP2025.08 | -2 | — | |
| GCOP GANClassifier=MLP2025.08 | -2.2 | — | |
| COP GANClassifier=XGBoost2025.08 | -8.6 | -20.2 | |
| COP GANClassifier=RF2025.08 | -9.4 | — | |
| CT GANClassifier=XGBoost2025.08 | -10 | -23.1 | |
| CT GANClassifier=RF2025.08 | -11 | — | |
| GCOP GANClassifier=RF2025.08 | -29 | — | |
| GCOP GANClassifier=XGBoost2025.08 | -29.3 | -82.7 | |
| SB GANClassifier=RF2025.08 | -29.6 | — | |
| CGANClassifier=RF2025.08 | -29.7 | — | |
| CGANClassifier=XGBoost2025.08 | -30.6 | -89.1 | |
| SB GANClassifier=XGBoost2025.08 | -30.8 | -95.2 |