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

Table 1.

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

Scenario Metric η
0 60 120 180 240 300
50:50 Accuracy 78.92 77.83 79.75 71.08 77.17 78.83
UWA 79.00 78.28 80.32 72.53 77.87 79.42
55:45 Accuracy 79.50 79.50 79.33 77.83 77.67 77.75
UWA 78.70 79.34 79.15 77.17 78.21 76.50
60:40 Accuracy 84.50 82.92 82.42 81.33 82.08 83.17
UWA 83.09 81.82 81.27 79.71 81.74 81.66
65:35 Accuracy 81.50 83.42 83.25 81.59 82.58 79.25
UWA 79.19 80.91 80.73 77.92 79.43 75.42
70:30 Accuracy 82.50 84.33 85.08 82.08 83.42 83.00
UWA 78.41 78.26 80.91 77.78 79.14 75.11
75:25 Accuracy 86.75 85.17 85.58 85.17 86.92 86.58
UWA 77.87 76.48 77.74 77.03 78.63 77.57
80:20 Accuracy 86.00 87.25 87.33 87.92 87.00 88.25
UWA 76.16 74.65 76.94 76.28 77.49 76.97
85:15 Accuracy 87.33 87.08 86.75 87.42 87.33 87.67
UWA 70.08 66.34 55.77 68.33 69.83 62.83
90:10 Accuracy 90.83 91.00 90.83 90.67 89.50 91.67
UWA 64.91 68.61 66.11 64.02 61.77 72.58
95:5 Accuracy 94.42 93.33 93.42 94.00 92.83 93.25
UWA 54.77 60.70 54.24 50.00 49.38 54.80
98:2 Accuracy 97.42 97.83 98.08 98.08 98.33 98.08
UWA 52.45 52.66 55.87 55.87 49.83 52.79