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. 2022 Sep 15;24(9):1303. doi: 10.3390/e24091303

Table 2.

The accuracy and UWA (averaged over four independent runs) of 11 class imbalance scenarios using various values of γ for the AFCL. The parameter η was consistently set to 0.

Scenario Metric γ
0 1 2 4 7 10
50:50 Accuracy 78.08 74.83 77.08 77.58 76.58 77.50
UWA 77.70 74.84 76.77 77.55 76.55 77.25
55:45 Accuracy 80.17 81.25 80.75 80.00 81.75 76.83
UWA 80.14 81.19 80.69 79.96 81.70 76.82
60:40 Accuracy 79.42 78.50 77.92 80.17 80.67 80.08
UWA 84.42 83.42 80.00 83.00 82.42 82.92
65:35 Accuracy 84.42 83.42 80.00 83.00 82.42 82.92
UWA 81.98 81.22 77.87 80.39 80.68 80.16
70:30 Accuracy 83.75 83.83 82.17 82.58 84.83 82.25
UWA 79.64 79.18 77.82 77.51 79.67 78.71
75:25 Accuracy 85.42 86.17 84.42 84.83 85.75 86.00
UWA 76.27 79.85 77.08 76.41 77.34 78.47
80:20 Accuracy 89.33 89.58 87.67 89.42 87.33 88.00
UWA 77.59 78.67 78.43 79.31 78.97 70.12
85:15 Accuracy 87.42 89.00 88.17 88.33 89.08 90.08
UWA 64.97 72.08 71.99 71.47 71.95 77.04
90:10 Accuracy 92.42 92.33 93.42 93.25 92.58 91.25
UWA 64.00 67.94 66.04 74.42 80.54 68.35
95:5 Accuracy 94.17 93.17 95.33 95.00 94.00 95.09
UWA 62.13 53.11 57.64 59.17 55.22 55.82
98:2 Accuracy 96.92 96.92 95.00 96.00 96.92 96.67
UWA 56.59 51.56 55.61 52.63 53.10 52.98