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

Table 2. Results of maximum classification rate using TQWT with Q2 value (in %).

Classifier Type Network Parameters SB Feature Individual Class Accuracy ACC
S H F D Su A
DT NC Default SB-3 AE 86.84 86.86 84.41 85.64 82.92 86.04 85.45
PD Default SB-5 AE 86.63 85.26 85.75 83.11 85.31 91.39 86.24
KNNC NC NN = 5 SB-4 AE 92.92 93.44 90.35 92.64 90.92 91.41 91.94
PD NN = 6 SB-5 AE 93.77 90.75 92.38 91.63 91.84 95.34 92.61
KNNE NC NN = 5 SB-1 AE 94.97 94.60 91.67 92.92 90.61 92.78 92.92
PD NN = 9 SB-5 AE 94.46 91.42 93.16 92.24 92.19 95.77 93.21
KNNM NC NN = 10 SB-1 AE 94.98 94.72 91.20 92.36 90.57 92.76 92.76
PD NN = 8 SB-5 AE 94.10 91.32 92.86 92.20 92.41 95.71 93.10
KNNMin NC NN = 6 SB-1 AE 95.24 94.51 91.48 92.80 90.40 93.00 92.90
PD NN = 5 SB-5 AE 94.46 91.37 93.37 92.24 92.20 95.77 93.23
RF NC NE = 550 SB-5 AE 94.10 94.24 91.74 92.08 91.60 92.57 92.71
PD NE = 450 SB-5 AE 94.95 91.88 90.89 91.39 90.02 91.55 91.77
PNN NC Sigma = 0.1 SB-1 AE 95.02 95.12 92.03 93.06 91.22 93.07 93.25
PD Sigma = 0.06 SB-5 AE 94.58 92.14 94.03 92.86 92.99 96.11 90.79
ELMT NC NHN = 1200 SB-1 AE 92.08 92.92 90.82 92.08 89.31 91.86 91.51
PD NHN = 1200 SB-5 AE 91.48 90.03 90.73 89.83 91.46 94.38 91.32
ELMS NC NHN = 1050 SB-1 AE 92.48 92.66 90.66 91.94 89.57 91.86 91.53
PD NHN = 950 SB-5 AE 91.82 90.80 91.35 90.33 91.86 94.72 91.81
ELMG NC NHN = 1200 SB-1 AE 92.03 92.64 90.50 91.46 89.76 91.94 91.39
PD NHN = 950 SB-5 AE 91.86 90.40 91.20 89.72 90.50 94.41 91.35
ELMH NC NHN = 1400 SB-1 AE 87.76 87.88 86.32 87.45 85.03 87.36 86.97
PD NHN = 1450 SB-5 AE 87.22 86.25 87.66 85.02 86.41 91.94 87.41