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. 2020 Nov 19;15(11):e0242014. doi: 10.1371/journal.pone.0242014

Table 4. Results of maximum classification rate using TQWT with Q4 value (in %).

Classifier Type Network Parameters SB Feature Individual Class Accuracy ACC
S H F D Su A
DT NC Default SB-4 AE 84.39 83.70 81.93 83.32 79.98 83.18 82.75
PD Default SB-1 AE 84.98 83.13 81.25 80.97 80.16 81.70 82.03
KNNC NC NN = 7 SB-4 AE 89.18 89.86 87.48 88.98 86.77 89.32 88.60
PD NN = 9 SB-4 AE 91.41 87.27 86.09 86.11 85.68 87.40 87.33
KNNE NC NN = 8 SB-1 AE 92.90 91.18 88.61 89.53 87.83 91.30 90.23
PD NN = 16 SB-4 AE 91.60 88.18 86.28 86.86 85.83 88.44 87.86
KNNM NC NN = 6 SB-1 AE 92.85 91.08 89.06 89.43 87.26 90.95 90.10
PD NN = 9 SB-4 AE 91.15 88.28 85.52 87.10 85.83 88.13 87.67
KNNMin NC NN = 5 SB-1 AE 92.55 90.78 88.25 88.84 87.15 90.69 89.71
PD NN = 8 SB-4 AE 91.68 87.88 86.49 86.70 86.25 88.56 87.93
RF NC NE = 600 SB-1 AE 92.01 90.17 89.17 89.64 87.73 90.21 89.82
PD NE = 400 SB-1 Pw 91.74 88.82 88.21 87.15 86.35 88.11 88.39
PNN NC Sigma = 0.1 SB-1 AE 93.02 90.92 88.72 89.38 87.59 91.39 90.17
PD Sigma = 0.08 SB-4 AE 92.41 88.77 86.65 86.98 87.41 89.55 87.65
ELMT NC NHN = 1050 SB-1 AE 90.99 89.29 87.24 87.83 86.48 89.84 88.61
PD NHN = 900 SB-4 AE 88.91 86.20 84.11 85.64 84.17 86.60 85.94
ELMS NC NHN = 1200 SB-1 AE 91.16 88.92 87.41 88.26 86.98 90.07 88.80
PD NHN = 1000 SB-4 AE 89.93 86.41 85.19 85.89 85.17 87.07 86.61
ELMG NC NHN = 950 SB-1 AE 91.46 89.70 87.53 87.80 87.10 89.70 88.88
PD NHN = 1000 SB-4 AE 88.66 86.20 84.62 85.64 84.22 86.22 85.93
ELMH NC NHN = 1350 SB-1 AE 87.33 84.60 83.28 84.03 82.59 84.81 84.44
PD NHN = 1450 SB-4 AE 83.59 82.86 80.66 81.04 81.39 82.01 81.92