Table 9 Comparison of PHONEME Indian results across different models.
% | Metrics | SMOTE9 | ADASYN11 | GAN71 | VAE63 | SGA | EGA | SVMGA |
|---|---|---|---|---|---|---|---|---|
20% | Accuracy | 83.7 | 82.7 | 81.0 | 81.6 | 81.5 | 82.8 | 83.2 |
Precision | 68.9 | 66.4 | 62.2 | 64.2 | 62.9 | 66.7 | 68.1 | |
Recall | 79.4 | 80.7 | 86.9 | 81.8 | 87.1 | 80.9 | 79.2 | |
F1 Score | 73.8 | 72.9 | 72.5 | 71.9 | 73.0 | 73.1 | 73.2 | |
ROC AUC | 82.4 | 82.1 | 82.8 | 81.7 | 83.1 | 82.3 | 82.4 | |
40% | Accuracy | 82.6 | 81.7 | 79.9 | 80.9 | 81.6 | 82.0 | 82.6 |
Precision | 65.9 | 63.5 | 60.8 | 62.1 | 63.1 | 64.3 | 64.7 | |
Recall | 82.8 | 85.2 | 85.2 | 86.7 | 86.7 | 84.1 | 85.8 | |
F1 Score | 73.4 | 72.8 | 71.0 | 72.3 | 73.1 | 72.9 | 73.8 | |
ROC AUC | 82.7 | 82.7 | 81.5 | 82.6 | 83.1 | 82.6 | 83.5 | |
60% | Accuracy | 83.9 | 78.3 | 80.2 | 82.6 | 80.6 | 81.8 | 82.4 |
Precision | 68.0 | 57.9 | 60.5 | 66.2 | 63.7 | 64.3 | 64.7 | |
Recall | 83.7 | 89.7 | 89.5 | 81.3 | 83.0 | 83.0 | 88.0 | |
F1 Score | 75.0 | 70.4 | 72.2 | 73.0 | 72.1 | 72.5 | 74.6 | |
ROC AUC | 83.8 | 81.7 | 82.9 | 82.2 | 83.0 | 82.2 | 84.3 | |
80% | Accuracy | 79.9 | 78.6 | 80.2 | 80.2 | 79.7 | 80.8 | 80.9 |
Precision | 60.2 | 52.3 | 60.5 | 61.2 | 58.4 | 61.6 | 59.1 | |
Recall | 89.3 | 94.2 | 89.9 | 85.8 | 88.8 | 87.5 | 90.7 | |
F1 Score | 71.9 | 67.3 | 72.3 | 71.5 | 70.5 | 72.3 | 71.6 | |
ROC AUC | 82.6 | 80.1 | 83.1 | 81.9 | 82.5 | 82.7 | 83.8 | |
100% | Accuracy | 69.8 | 77.2 | 79.5 | 78.7 | 77.5 | 79.3 | 79.6 |
Precision | 52.5 | 55.8 | 59.7 | 58.5 | 58.9 | 58.5 | 60.8 | |
Recall | 94.2 | 92.7 | 88.2 | 89.7 | 87.1 | 87.2 | 90.5 | |
F1 Score | 67.4 | 69.7 | 71.2 | 70.8 | 70.3 | 70.0 | 72.7 | |
ROC AUC | 76.9 | 81.7 | 82.1 | 82.0 | 80.3 | 82.3 | 82.7 |
