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. 2021 Nov 11;15:770692. doi: 10.3389/fncom.2021.770692

TABLE 8.

The comparison results of accuracy of various models on the collected datasets.

S1 S2 S3 S4 S5 MAR SD-AR
TDC-AR+PCA+PNN (%) (Fu et al., 2017) 90.84 89.39 93.88 95.8 95.7 93.12 2.59
TDC-WPC+PCA+PNN (%) 90.67 91.45 95.78 98.17 97.54 94.72 3.10
EnhancedTD+LDA (%) (Zhang et al., 2012) 89.58 92.41 94.13 95.81 97.48 93.88 2.73
EnhancedTD+SVM (%) 88.29 90.57 94.06 93.59 95.03 92.31 2.50
SampEn+LDA (%) 89.67 92.75 96.22 95.77 94.07 93.70 2.36
SampEn+SVM (%) 87.44 90.77 93.18 94.44 93.82 91.93 2.57
CNN (%) (Chen H.F. et al., 2020) 92.3 94.37 97.5 95.4 98.54 95.62 2.22
CWT+EMGNet (%) (Chen L. et al., 2020) 92.5 94.58 96.875 99.17 99.58 96.54 2.70
SC-FGR (%) 92.50 97.50 97.50 100.00 100.00 97.50 2.74