Cardiac risk prediction on Clinical cardiac rehabilitation dataset
71.53F1 Score (Risk)SCCVAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SCCVAEClassifier=XGBoost, Augmentation Multiplier=*22025.12 | 71.53 | 76.78 | |
| SCCVAE-CαClassifier=XGBoost, Augmentation Multiplier=*52025.12 | 69.63 | 75.54 | |
| SCCVAE-CαClassifier=XGBoost, Augmentation Multiplier=*22025.12 | 69.57 | 75.01 | |
| SCCVAEClassifier=XGBoost, Augmentation Multiplier=*52025.12 | 69.23 | 75.98 | |
| SCCVAEClassifier=Random Forest, Augmentation Multiplier=*22025.12 | 67.67 | 74.28 | |
| CCVAEClassifier=XGBoost, Augmentation Multiplier=*52025.12 | 66.17 | 73.09 | |
| SCCVAEClassifier=Random Forest, Augmentation Multiplier=*52025.12 | 66.15 | 73.58 | |
| CTGANClassifier=XGBoost, Augmentation Multiplier=*22025.12 | 65.65 | 73.02 | |
| CCVAEClassifier=XGBoost, Augmentation Multiplier=*22025.12 | 65.62 | 73.5 | |
| WGAN-GPClassifier=XGBoost, Augmentation Multiplier=*22025.12 | 65.62 | 73.5 | |
| SCVAEClassifier=XGBoost, Augmentation Multiplier=*22025.12 | 65.57 | 74.41 | |
| SCVAEClassifier=Random Forest, Augmentation Multiplier=*52025.12 | 64.75 | 70.87 | |
| SCVAEClassifier=XGBoost, Augmentation Multiplier=*52025.12 | 64.57 | 72.85 | |
| Original dataClassifier=XGBoost, Augmentation Multiplier=None2025.12 | 64.18 | 71.33 | |
| CCVAEClassifier=Random Forest, Augmentation Multiplier=*52025.12 | 64.12 | 71.82 | |
| WGAN-GPClassifier=Random Forest, Augmentation Multiplier=*52025.12 | 63.95 | 68.61 | |
| WGAN-GPClassifier=Random Forest, Augmentation Multiplier=*22025.12 | 63.64 | 71.26 | |
| SCCVAE-CαClassifier=Random Forest, Augmentation Multiplier=*22025.12 | 62.71 | 72.94 | |
| CTGANClassifier=Random Forest, Augmentation Multiplier=*22025.12 | 62.69 | 70.13 | |
| SCCVAE-CαClassifier=Random Forest, Augmentation Multiplier=*52025.12 | 62.3 | 71.98 | |
| CCVAEClassifier=Random Forest, Augmentation Multiplier=*22025.12 | 61.9 | 70.99 | |
| CTGANClassifier=XGBoost, Augmentation Multiplier=*52025.12 | 61.87 | 68.49 | |
| TTVAEClassifier=XGBoost, Augmentation Multiplier=*22025.12 | 61.79 | 71.43 | |
| Original dataClassifier=Random Forest, Augmentation Multiplier=None2025.12 | 61.07 | 69.42 | |
| SCVAEClassifier=Random Forest, Augmentation Multiplier=*22025.12 | 61.02 | 71.71 | |
| SCCVAEClassifier=TabTransformer, Augmentation Multiplier=*52025.12 | 58.33 | 69.4 | |
| CTGANClassifier=Random Forest, Augmentation Multiplier=*52025.12 | 58.06 | 68.45 | |
| SCCVAE-CαClassifier=TabTransformer, Augmentation Multiplier=*52025.12 | 57.38 | 68.32 | |
| TTVAEClassifier=Random Forest, Augmentation Multiplier=*22025.12 | 57.14 | 68.72 | |
| SCCVAEClassifier=TabNet, Augmentation Multiplier=*22025.12 | 56.72 | 65.35 | |
| SCCVAEClassifier=TabTransformer, Augmentation Multiplier=*22025.12 | 56.67 | 68.18 | |
| SCVAEClassifier=TabTransformer, Augmentation Multiplier=*52025.12 | 56.49 | 65.82 | |
| CCVAEClassifier=TabNet, Augmentation Multiplier=*52025.12 | 56.25 | 66.27 | |
| CCVAEClassifier=TabTransformer, Augmentation Multiplier=*52025.12 | 56.2 | 67.64 | |
| WGAN-GPClassifier=XGBoost, Augmentation Multiplier=*52025.12 | 55.86 | 69.26 | |
| SCCVAEClassifier=TabNet, Augmentation Multiplier=*52025.12 | 55.74 | 67.1 | |
| SCCVAE-CαClassifier=TabNet, Augmentation Multiplier=*52025.12 | 55.46 | 67.49 | |
| SCVAEClassifier=TabNet, Augmentation Multiplier=*52025.12 | 55.28 | 66.42 | |
| SCCVAE-CαClassifier=TabNet, Augmentation Multiplier=*22025.12 | 55.28 | 66.56 | |
| SCCVAE-CαClassifier=TabTransformer, Augmentation Multiplier=*22025.12 | 55.17 | 67.86 | |
| TTVAEClassifier=Random Forest, Augmentation Multiplier=*52025.12 | 55 | 66.95 | |
| Original dataClassifier=TabTransformer, Augmentation Multiplier=None2025.12 | 54.84 | 66.02 | |
| TTVAEClassifier=XGBoost, Augmentation Multiplier=*52025.12 | 54.84 | 66.02 | |
| SCVAEClassifier=TabNet, Augmentation Multiplier=*22025.12 | 54.41 | 63.05 | |
| CCVAEClassifier=TabNet, Augmentation Multiplier=*22025.12 | 54.4 | 65.48 | |
| Original dataClassifier=TabNet, Augmentation Multiplier=None2025.12 | 54.01 | 62.49 | |
| SCVAEClassifier=TabTransformer, Augmentation Multiplier=*22025.12 | 53.45 | 66.62 | |
| CCVAEClassifier=TabTransformer, Augmentation Multiplier=*22025.12 | 51.72 | 65.39 | |
| WGAN-GPClassifier=TabNet, Augmentation Multiplier=*22025.12 | 49.61 | 60.91 | |
| WGAN-GPClassifier=TabTransformer, Augmentation Multiplier=*22025.12 | 49.54 | 65.27 | |
| TTVAEClassifier=TabNet, Augmentation Multiplier=*22025.12 | 45.38 | 60.13 | |
| CTGANClassifier=TabNet, Augmentation Multiplier=*22025.12 | 44.04 | 61.49 | |
| WGAN-GPClassifier=TabTransformer, Augmentation Multiplier=*52025.12 | 40 | 60.78 | |
| WGAN-GPClassifier=TabNet, Augmentation Multiplier=*52025.12 | 39.22 | 59.81 | |
| TTVAEClassifier=TabTransformer, Augmentation Multiplier=*22025.12 | 38.6 | 56.49 | |
| CTGANClassifier=TabTransformer, Augmentation Multiplier=*22025.12 | 37.38 | 57.4 | |
| CTGANClassifier=TabNet, Augmentation Multiplier=*52025.12 | 36.97 | 53.99 | |
| TTVAEClassifier=TabNet, Augmentation Multiplier=*52025.12 | 33.33 | 52.76 | |
| CTGANClassifier=TabTransformer, Augmentation Multiplier=*52025.12 | 30.19 | 52.78 | |
| TTVAEClassifier=TabTransformer, Augmentation Multiplier=*52025.12 | 28.57 | 49.98 |