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ResearchFormerly WizWand

Cardiac risk prediction on Clinical cardiac rehabilitation dataset

71.53F1 Score (Risk)SCCVAE
26.851638.450850.0561.6492Dec 19, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SCCVAEClassifier=XGBoost, Augmentation Multiplier=*22025.1271.5376.78
SCCVAE-CαClassifier=XGBoost, Augmentation Multiplier=*52025.1269.6375.54
SCCVAE-CαClassifier=XGBoost, Augmentation Multiplier=*22025.1269.5775.01
SCCVAEClassifier=XGBoost, Augmentation Multiplier=*52025.1269.2375.98
SCCVAEClassifier=Random Forest, Augmentation Multiplier=*22025.1267.6774.28
CCVAEClassifier=XGBoost, Augmentation Multiplier=*52025.1266.1773.09
SCCVAEClassifier=Random Forest, Augmentation Multiplier=*52025.1266.1573.58
CTGANClassifier=XGBoost, Augmentation Multiplier=*22025.1265.6573.02
CCVAEClassifier=XGBoost, Augmentation Multiplier=*22025.1265.6273.5
WGAN-GPClassifier=XGBoost, Augmentation Multiplier=*22025.1265.6273.5
SCVAEClassifier=XGBoost, Augmentation Multiplier=*22025.1265.5774.41
SCVAEClassifier=Random Forest, Augmentation Multiplier=*52025.1264.7570.87
SCVAEClassifier=XGBoost, Augmentation Multiplier=*52025.1264.5772.85
Original dataClassifier=XGBoost, Augmentation Multiplier=None2025.1264.1871.33
CCVAEClassifier=Random Forest, Augmentation Multiplier=*52025.1264.1271.82
WGAN-GPClassifier=Random Forest, Augmentation Multiplier=*52025.1263.9568.61
WGAN-GPClassifier=Random Forest, Augmentation Multiplier=*22025.1263.6471.26
SCCVAE-CαClassifier=Random Forest, Augmentation Multiplier=*22025.1262.7172.94
CTGANClassifier=Random Forest, Augmentation Multiplier=*22025.1262.6970.13
SCCVAE-CαClassifier=Random Forest, Augmentation Multiplier=*52025.1262.371.98
CCVAEClassifier=Random Forest, Augmentation Multiplier=*22025.1261.970.99
CTGANClassifier=XGBoost, Augmentation Multiplier=*52025.1261.8768.49
TTVAEClassifier=XGBoost, Augmentation Multiplier=*22025.1261.7971.43
Original dataClassifier=Random Forest, Augmentation Multiplier=None2025.1261.0769.42
SCVAEClassifier=Random Forest, Augmentation Multiplier=*22025.1261.0271.71
SCCVAEClassifier=TabTransformer, Augmentation Multiplier=*52025.1258.3369.4
CTGANClassifier=Random Forest, Augmentation Multiplier=*52025.1258.0668.45
SCCVAE-CαClassifier=TabTransformer, Augmentation Multiplier=*52025.1257.3868.32
TTVAEClassifier=Random Forest, Augmentation Multiplier=*22025.1257.1468.72
SCCVAEClassifier=TabNet, Augmentation Multiplier=*22025.1256.7265.35
SCCVAEClassifier=TabTransformer, Augmentation Multiplier=*22025.1256.6768.18
SCVAEClassifier=TabTransformer, Augmentation Multiplier=*52025.1256.4965.82
CCVAEClassifier=TabNet, Augmentation Multiplier=*52025.1256.2566.27
CCVAEClassifier=TabTransformer, Augmentation Multiplier=*52025.1256.267.64
WGAN-GPClassifier=XGBoost, Augmentation Multiplier=*52025.1255.8669.26
SCCVAEClassifier=TabNet, Augmentation Multiplier=*52025.1255.7467.1
SCCVAE-CαClassifier=TabNet, Augmentation Multiplier=*52025.1255.4667.49
SCVAEClassifier=TabNet, Augmentation Multiplier=*52025.1255.2866.42
SCCVAE-CαClassifier=TabNet, Augmentation Multiplier=*22025.1255.2866.56
SCCVAE-CαClassifier=TabTransformer, Augmentation Multiplier=*22025.1255.1767.86
TTVAEClassifier=Random Forest, Augmentation Multiplier=*52025.125566.95
Original dataClassifier=TabTransformer, Augmentation Multiplier=None2025.1254.8466.02
TTVAEClassifier=XGBoost, Augmentation Multiplier=*52025.1254.8466.02
SCVAEClassifier=TabNet, Augmentation Multiplier=*22025.1254.4163.05
CCVAEClassifier=TabNet, Augmentation Multiplier=*22025.1254.465.48
Original dataClassifier=TabNet, Augmentation Multiplier=None2025.1254.0162.49
SCVAEClassifier=TabTransformer, Augmentation Multiplier=*22025.1253.4566.62
CCVAEClassifier=TabTransformer, Augmentation Multiplier=*22025.1251.7265.39
WGAN-GPClassifier=TabNet, Augmentation Multiplier=*22025.1249.6160.91
WGAN-GPClassifier=TabTransformer, Augmentation Multiplier=*22025.1249.5465.27
TTVAEClassifier=TabNet, Augmentation Multiplier=*22025.1245.3860.13
CTGANClassifier=TabNet, Augmentation Multiplier=*22025.1244.0461.49
WGAN-GPClassifier=TabTransformer, Augmentation Multiplier=*52025.124060.78
WGAN-GPClassifier=TabNet, Augmentation Multiplier=*52025.1239.2259.81
TTVAEClassifier=TabTransformer, Augmentation Multiplier=*22025.1238.656.49
CTGANClassifier=TabTransformer, Augmentation Multiplier=*22025.1237.3857.4
CTGANClassifier=TabNet, Augmentation Multiplier=*52025.1236.9753.99
TTVAEClassifier=TabNet, Augmentation Multiplier=*52025.1233.3352.76
CTGANClassifier=TabTransformer, Augmentation Multiplier=*52025.1230.1952.78
TTVAEClassifier=TabTransformer, Augmentation Multiplier=*52025.1228.5749.98