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. 2023 Sep 10;13:14920. doi: 10.1038/s41598-023-42142-w

Table 4.

Models with highest performance for each task, based on rest, stress, delta, and combined feature sets.

Task Feature set Model AUC ACC SEN SPE
1: Normal/abnormal classification Rest RFE_KNN 0.56 0.65 0.71 0.41
Stress MRMR_KNN 0.61 0.63 0.64 0.6
Delta Boruta_RF 0.62 0.68 0.72 0.54
Combined RFE_NB 0.6 0.58 0.57 0.6
2: CAD low-risk/high-risk classification Rest MRMR_GB 0.7 0.63 0.61 0.64
Stress Boruta_GB 0.79 0.76 0.75 0.76
Delta MRMR_GB 0.69 0.64 0.58 0.69
Combined Boruta_LR 0.73 0.62 0.58 0.65