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. 2019 Jun 26;10:809. doi: 10.3389/fphys.2019.00809

Table 5.

Classification performance of RdisEn and WPD (various basis) based statistical features by using KNN and SVM classifiers.

Wavelet basis NoF KNN SVM


Acc(%) Sen(%) Spe(%) Acc(%) Sen(%) Spec(%)
db1 3 96.08 ± 0.38 97.5 94.75 ± 0.79 96.08 ± 0.38 97.25 ± 0.79 95
4 96.08 ± 0.38 97.5 94.75 ± 0.79 96.06 ± 0.59 97.5 ± 1.79 95.24 ± 0.77
5 96.34 ± 0.72 97.5 95.25 ± 1.42 95.6 ± 0.85 97.25 ± 0.79 94 ± 1.29
db2 3 96.08 ± 0.38 97.5 94.75 ± 0.79 97.12 ± 0.84 99.25 ± 1.69 95
4 97.25 ± 0.79 100 94.5 ± 1.58 97.37 ± 0.41 99.75 ± 0.79 95
5 96.48 ± 0.99 98 ± 1.97 95 96.6 ± 0.86 98.25 ± 1.69 95
db3 3 96.33 ± 0.41 97.75 ± 0.79 95 95.6 ± 0.85 96.5 ± 1.75 94.75 ± 0.79
4 97.37 ± 0.41 99.75 ± 0.79 95 96.6 ± 0.86 98.5 ± 1.75 94.75 ± 0.79
5 95.72 ± 0.62 96.5 ± 1.29 95 96.46 ± 0.54 98 ± 1.05 95
db4 3 95.96 ± 0.51 97 ± 1.05 95 95.38 ± 1.31 95.75 ± 2.65 95
4 97.37 ± 0.41 99.75 ± 0.79 95 96.23 ± 1.17 97.5 ± 2.36 95
5 97.37 ± 0.41 99.75 ± 0.79 95 95.24 ± 0.95 95.5 ± 1.97 95
db5 3 95.84 ± 0.58 97 ± 1.05 94.75 ± 0.79 95 ± 1.26 95 ± 2.63 95
4 96.23 ± 1.02 97.75 ± 0.79 94.75 ± 1.84 95.85 ± 0.83 97 ± 1.05 94.75 ± 1.42
5 96.74 ± 1.22 98.75 ± 1.32 94.75 ± 1.84 95.60 ± 1.34 96.75 ± 1.69 94.50 ± 1.58
db6 3 95.96 ± 0.51 97.50 94.50 ± 1.05 95.97 ± 0.78 97 ± 1.58 95
4 97.24 ± 0.55 100 94.5 ± 1.05 96.73 ± 0.89 98.50 ± 1.75 95
5 95.85 ± 0.83 97.50 ± 1.18 94.25 ± 1.21 95.48 ± 0.84 96.50 ± 1.75 94.50 ± 1.05
harr 3 96.08 ± 0.38 97.50 94.75 ± 0.79 96.08 ± 0.38 97.25 ± 0.79 95
4 96.08 ± 0.38 97.50 94.75 ± 0.79 96.21 ± 0.59 97.50 ± 1.18 95.24 ± 0.77
5 96.34 ± 0.71 97.50 95.25 ± 1.42 95.60 ± 0.85 97.25 ± 0.79 94 ± 1.23
coif1 3 96.08 ± 0.38 97.50 94.75 ± 0.79 95.84 ± 0.81 97 ± 1.05 94.75 ± 0.79
4 95.96 ± 0.51 97.50 94.50 ± 1.05 95.85 ± 1.01 97.25 ± 1.42 94.50 ± 1.05
5 97.24 ± 0.55 99.75 ± 0.79 94.75 ± 0.79 96.24 ± 1.31 98 ± 1.97 94.50 ± 1.05
coif2 3 96.33 ± 0.41 97.75 ± 0.79 95 97.11 ± 0.63 99.25 ± 1.21 95
4 97.37 ± 0.41 99.75 ± 0.79 95 97.24 ± 0.55 99.5 ± 1.05 95
5 97.50 100 95 97.24 ± 0.55 100 94.50 ± 1.05
coif3 3 95.96 ± 0.51 97.25 ± 0.79 94.75 ± 0.79 96.98 ± 0.98 97 ± 1.97 95
4 96.98 ± 0.67 99.25 ± 1.21 94.75 ± 0.79 96.99 ± 0.88 99 ± 1.75 95
5 95.84 ± 0.58 96.75 ± 1.21 95 95.36 ± 0.58 95.75 ± 1.21 95

NoF, number of features.