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. 2023 Mar 22;17:1157155. doi: 10.3389/fnhum.2023.1157155

TABLE 2.

Classification performance of the implemented framework without enhancement and segmentation using 5-FCV.

Classifier 5-FCV TPR TNR PPV F-Score AUC Accuracy
SVM 1st Fold 100 9111 97.94 98.96 95.55 98.29
2nd Fold 100 86.67 96.94 98.45 93.33 97.45
3rd Fold 100 84.44 96.45 98.19 92.22 97.02
4th Fold 100 86.67 96.94 98.45 93.33 97.45
5th Fold 100 86.67 96.94 98.45 93.33 97.45
KNN 1st Fold 96.84 77.78 94.84 95.83 87.31 93.19
2nd Fold 97.37 82.22 95.85 96.6 89.79 94.47
3rd Fold 98.42 75.55 94.44 96.38 86.98 94.04
4th Fold 97.37 80 95.36 96.35 88.68 94.04
5th Fold 97.37 75.55 94.38 95.85 86.46 93.19
GB 1st Fold 93.68 93.33 98.34 94.97 93.5 93.61
2nd Fold 98.95 91.11 97.92 98.43 95.03 97.44
3rd Fold 97.89 88.89 97.38 97.63 93.39 96.17
4th Fold 97.89 97.78 99.46 98.67 97.83 97.87
5th Fold 98.42 91.11 97.9 98.16 94.76 97.02
RF 1st Fold 100 95.55 98.96 99.47 97.77 99.15
2nd Fold 99.47 95.55 98.95 99.21 97.51 98.72
3rd Fold 100 86.67 96.64 98.44 93.33 97.44
4th Fold 99.47 91.11 97.93 98.69 95.29 97.87
5th Fold 100 97.78 9947 99.73 98.89 99.57