Tabular Classification on Heart (Balanced Accuracy, F1 score)
13.9Balanced AccuracyTVAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TVAEClassifier=RF2025.08 | 13.9 | — | |
| TVAEClassifier=XGBoost2025.08 | 13.1 | 10.9 | |
| TVAEClassifier=MLP2025.08 | 7.5 | — | |
| CTAB GAN+Classifier=XGBoost2025.08 | -6.2 | -5.9 | |
| CTAB GAN+Classifier=RF2025.08 | -7.2 | — | |
| CTAB GAN+Classifier=MLP2025.08 | -9 | — | |
| ctdGANClassifier=XGBoost2025.08 | -11.9 | -11.1 | |
| ctdGANClassifier=MLP2025.08 | -13.2 | — | |
| COP GANClassifier=RF2025.08 | -13.4 | — | |
| COP GANClassifier=MLP2025.08 | -14.5 | — | |
| ctdGANClassifier=RF2025.08 | -14.7 | — | |
| COP GANClassifier=XGBoost2025.08 | -14.8 | -13.3 | |
| CT GANClassifier=MLP2025.08 | -15.7 | — | |
| CT GANClassifier=RF2025.08 | -16 | — | |
| CT GANClassifier=XGBoost2025.08 | -18.7 | -16.4 | |
| GCOP GANClassifier=MLP2025.08 | -21.5 | — | |
| GCOP GANClassifier=XGBoost2025.08 | -22.9 | -20 | |
| GCOP GANClassifier=RF2025.08 | -23.7 | — | |
| CGANClassifier=MLP2025.08 | -33.2 | — | |
| SB GANClassifier=MLP2025.08 | -33.5 | — | |
| SB GANClassifier=XGBoost2025.08 | -36.6 | -30 | |
| CGANClassifier=XGBoost2025.08 | -37.8 | -32.4 | |
| SB GANClassifier=RF2025.08 | -37.8 | — | |
| CGANClassifier=RF2025.08 | -39.7 | — |