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 |