Table 7.
Classification accuracy (%) | Classifiers | ||||||||
---|---|---|---|---|---|---|---|---|---|
KELM | LSVM | MSVM | RSVM | CART | KNN | LDA | NB | ||
SAE 10-8 | Max | 93.45 | 100.00 | 99.90 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 |
Mean | 77.74 | 67.83 | 88.03 | 79.90 | 91.58 | 93.45 | 83.93 | 81.97 | |
Min | 66.67 | 57.08 | 77.20 | 74.24 | 71.74 | 89.23 | 75.95 | 80.31 | |
| |||||||||
SAE 10-7 | Max | 96.43 | 100.00 | 98.46 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 |
Mean | 80.18 | 67.73 | 88.24 | 80.48 | 91.25 | 93.99 | 83.88 | 82.59 | |
Min | 63.69 | 56.34 | 76.80 | 74.47 | 72.31 | 89.59 | 76.37 | 79.80 | |
| |||||||||
SAE 10-6 | Max | 89.29 | 100.00 | 99.81 | 100.00 | 100.00 | 100.00 | 100.00 | 99.90 |
Mean | 71.73 | 67.36 | 88.18 | 80.65 | 91.73 | 93.72 | 84.70 | 82.09 | |
Min | 45.83 | 56.79 | 77.01 | 73.72 | 72.45 | 90.06 | 76.60 | 79.70 | |
| |||||||||
SAE 9-8 | Max | 90.48 | 100.00 | 97.40 | 100.00 | 100.00 | 100.00 | 99.81 | 100.00 |
Mean | 78.27 | 67.90 | 88.63 | 80.57 | 91.55 | 93.98 | 84.39 | 82.29 | |
Min | 56.55 | 56.87 | 77.10 | 73.92 | 72.23 | 89.82 | 76.32 | 80.27 | |
| |||||||||
SAE 9-7 | Max | 93.45 | 100.00 | 98.17 | 100.00 | 100.00 | 100.00 | 99.90 | 99.71 |
Mean | 80.77 | 67.85 | 88.67 | 79.76 | 91.19 | 94.17 | 84.35 | 81.88 | |
Min | 65.48 | 56.45 | 76.98 | 74.04 | 72.07 | 90.21 | 76.11 | 79.73 | |
| |||||||||
SAE 9-6 | Max | 98.81 | 100.00 | 99.71 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 |
Mean | 84.59 | 67.67 | 88.50 | 80.36 | 91.17 | 93.78 | 84.69 | 82.02 | |
Min | 70.83 | 57.01 | 77.62 | 74.04 | 71.94 | 90.13 | 75.89 | 79.68 | |
| |||||||||
SAE 8-8 | Max | 93.45 | 100.00 | 99.52 | 100.00 | 100.00 | 100.00 | 99.81 | 100.00 |
Mean | 76.61 | 67.96 | 88.47 | 80.08 | 91.14 | 94.10 | 84.23 | 81.89 | |
Min | 55.95 | 57.24 | 76.72 | 74.21 | 72.29 | 89.31 | 75.76 | 80.40 | |
| |||||||||
SAE 8-7 | Max | 98.81 | 100.00 | 99.62 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 |
Mean | 84.23 | 68.27 | 87.92 | 80.34 | 91.56 | 94.35 | 84.55 | 82.08 | |
Min | 70.83 | 57.12 | 77.17 | 73.95 | 72.61 | 89.87 | 76.26 | 79.74 | |
| |||||||||
SAE 8-6 | Max | 91.07 | 100.00 | 99.42 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 |
Mean | 78.22 | 67.49 | 87.85 | 79.89 | 91.01 | 93.81 | 84.24 | 81.75 | |
Min | 57.74 | 56.62 | 76.69 | 73.82 | 71.88 | 90.05 | 75.80 | 80.05 |