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 |