Tabular Classification on Dry Bean
93.8Balanced AccuracyctdGAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ctdGANClassifier=XGBoost2025.08 | 93.8 | 92.8 | |
| ctdGANClassifier=Multilayer Perceptron2025.08 | 93.6 | — | |
| ctdGANClassifier=Random Forest2025.08 | 93.3 | — | |
| ctdGANClassifier=XGBoost2025.08 | 5 | 6 | |
| ctdGANClassifier=RF2025.08 | 4.3 | — | |
| TVAEClassifier=RF2025.08 | -0.9 | — | |
| TVAEClassifier=XGBoost2025.08 | -1.5 | -0.2 | |
| CT GANClassifier=XGBoost2025.08 | -5.9 | -5.8 | |
| COP GANClassifier=XGBoost2025.08 | -7 | -6.5 | |
| CT GANClassifier=RF2025.08 | -7.4 | — | |
| COP GANClassifier=RF2025.08 | -8.3 | — | |
| CTAB GAN+Classifier=XGBoost2025.08 | -11.7 | -10.9 | |
| CTAB GAN+Classifier=RF2025.08 | -11.8 | — | |
| ctdGANClassifier=MLP2025.08 | -14.8 | — | |
| TVAEClassifier=MLP2025.08 | -31.3 | — | |
| CTAB GAN+Classifier=MLP2025.08 | -33.3 | — | |
| COP GANClassifier=MLP2025.08 | -39.1 | — | |
| CT GANClassifier=MLP2025.08 | -41.5 | — | |
| GCOP GANClassifier=MLP2025.08 | -69.2 | — | |
| GCOP GANClassifier=XGBoost2025.08 | -70.2 | -61.2 | |
| GCOP GANClassifier=RF2025.08 | -70.5 | — | |
| CGANClassifier=MLP2025.08 | -74.6 | — | |
| SB GANClassifier=MLP2025.08 | -75 | — | |
| SB GANClassifier=XGBoost2025.08 | -84.6 | -76.8 | |
| CGANClassifier=RF2025.08 | -84.7 | — | |
| CGANClassifier=XGBoost2025.08 | -84.8 | -77.2 | |
| SB GANClassifier=RF2025.08 | -84.8 | — |