Table 6 Comparison of PIMA Indian results across different models.
% | Metrics | SMOTE9 | ADASYN11 | GAN71 | VAE63 | SGA | EGA | SVMGA |
|---|---|---|---|---|---|---|---|---|
20% | Accuracy | 71.1 | 75.0 | 76.6 | 73.1 | 72.1 | 74.3 | 78.2 |
Precision | 61.0 | 67.9 | 74.6 | 58.8 | 64.5 | 65.9 | 73.6 | |
Recall | 62.0 | 61.8 | 59.5 | 67.4 | 69.6 | 65.1 | 62.9 | |
F1 Score | 62.2 | 64.7 | 66.2 | 65.9 | 65.6 | 65.5 | 67.8 | |
ROC AUC | 69.1 | 71.8 | 73.4 | 72.0 | 71.8 | 72.0 | 74.4 | |
40% | Accuracy | 75.0 | 75.4 | 67.0 | 75.5 | 73.0 | 75.6 | 75.4 |
Precision | 65.6 | 67.4 | 54.9 | 68.9 | 65.3 | 67.0 | 67.0 | |
Recall | 73.0 | 67.4 | 89.9 | 67.4 | 69.6 | 70.7 | 68.5 | |
F1 Score | 69.1 | 67.4 | 65.5 | 68.1 | 67.4 | 68.9 | 67.8 | |
ROC AUC | 74.5 | 73.4 | 69.7 | 74.2 | 73.2 | 74.5 | 73.7 | |
60% | Accuracy | 73.2 | 74.0 | 71.4 | 72.7 | 76.9 | 75.1 | 78.9 |
Precision | 64.1 | 65.2 | 59.3 | 65.1 | 73.5 | 67.0 | 73.7 | |
Recall | 66.3 | 67.4 | 82.0 | 62.9 | 56.0 | 66.3 | 66.3 | |
F1 Score | 65.1 | 66.3 | 68.8 | 64.0 | 64.0 | 66.6 | 69.8 | |
ROC AUC | 71.5 | 72.4 | 73.4 | 70.9 | 71.8 | 72.9 | 75.7 | |
80% | Accuracy | 70.5 | 67.6 | 72.2 | 74.0 | 60.6 | 69.0 | 76.1 |
Precision | 65.0 | 56.7 | 60.0 | 62.8 | 57.0 | 60.0 | 60.8 | |
Recall | 71.0 | 85.0 | 84.2 | 79.7 | 82.0 | 78.0 | 88.3 | |
F1 Score | 67.9 | 68.0 | 70.0 | 70.3 | 67.3 | 67.8 | 72.0 | |
ROC AUC | 70.0 | 72.0 | 74.5 | 75.1 | 67.0 | 72.0 | 75.7 | |
100% | Accuracy | 68.8 | 69.0 | 69.2 | 76.2 | 71.3 | 73.6 | 76.4 |
Precision | 59.1 | 55.2 | 58.3 | 67.7 | 70.8 | 60.6 | 59.0 | |
Recall | 72.6 | 83.4 | 70.7 | 73.0 | 76.0 | 74.0 | 91.4 | |
F1 Score | 65.2 | 66.4 | 63.9 | 70.2 | 73.3 | 66.6 | 71.5 | |
ROC AUC | 71.0 | 71.4 | 69.5 | 75.6 | 72.0 | 74.0 | 76.3 |
