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. 2023 Oct 3;24:374. doi: 10.1186/s12859-023-05479-7

Table 4.

The comparison of applied strategies for facing imbalanced dataset challenge

Strategy ACC AUC-ROC AUC-PR BS MCC F1-score
IMB 80.64 92.69 91.69 12.94 62.76 84.21
RUS 83.96 92.48 91.56 8.25 68.07 84.14
ROS 85.72 92.61 90.76 10.92 71.61 82.67
OSMOTE 84.62 92.19 90.49 11.18 69.34 82.07
SORU 86.38 92.57 91.55 10.69 73.02 84.23