Method | \(\alpha \) | Label | Precision (%) | Recall (%) | Accuracy (%) | F-measure (%) |
---|---|---|---|---|---|---|
SVM | Â | 1 | 76.34 | 99.42 | 82.3 | 86.37 |
 | 2 | 99.48 | 62.07 | 92.31 | 76.45 | |
 | 3 | 100.0 | 57.75 | 98.04 | 73.21 | |
 | 4 | 96.84 | 58.2 | 91.75 | 72.71 | |
HAFS-SVM | 0.1 | 1 | 90.08 | 95.03 | 91.3 | 92.49 |
2 | 91.64 | 87.03 | 95.8 | 89.28 | ||
3 | 99.1 | 77.46 | 98.92 | 86.96 | ||
4 | 84.98 | 80.14 | 93.58 | 82.49 | ||
KNN | Â | 1 | 88.04 | 86.32 | 85.66 | 87.17 |
 | 2 | 83.09 | 83.23 | 93.19 | 83.16 | |
 | 3 | 78.05 | 86.49 | 98.17 | 82.05 | |
 | 4 | 65.98 | 67.96 | 87.58 | 66.96 | |
HAFS-KNN | 0.5 | 1 | 89.01 | 87.01 | 86.6 | 88.0 |
2 | 83.17 | 84.52 | 93.42 | 83.84 | ||
3 | 80.77 | 85.14 | 98.31 | 82.89 | ||
4 | 66.89 | 69.37 | 87.97 | 68.11 | ||
GaussianNB | Â | 1 | 88.57 | 59.6 | 72.88 | 71.25 |
 | 2 | 42.62 | 62.72 | 75.52 | 50.75 | |
 | 3 | 14.64 | 86.62 | 76.01 | 25.05 | |
 | 4 | 37.82 | 10.19 | 79.89 | 16.05 | |
HAFS-GaussianNB | 0.1 | 1 | 81.77 | 77.8 | 77.71 | 79.74 |
2 | 46.21 | 51.38 | 78.19 | 48.66 | ||
3 | 34.96 | 55.63 | 93.16 | 42.93 | ||
4 | 46.67 | 41.11 | 80.02 | 43.71 | ||
QDA | Â | 1 | 95.14 | 36.67 | 63.72 | 52.94 |
 | 2 | 39.1 | 97.27 | 66.82 | 55.78 | |
 | 3 | 100.0 | 99.3 | 99.97 | 99.65 | |
 | 4 | 43.38 | 48.66 | 79.07 | 45.87 | |
HAFS-QDA | 0.3 | 1 | 86.07 | 82.19 | 82.69 | 84.09 |
2 | 60.85 | 82.88 | 84.84 | 70.17 | ||
3 | 58.93 | 92.96 | 96.68 | 72.13 | ||
4 | 56.51 | 31.84 | 83.12 | 40.73 |