Table 4.
Classification accuracy (%) | Classifiers | ||||||||
---|---|---|---|---|---|---|---|---|---|
KELM | LSVM | MSVM | RSVM | CART | KNN | LDA | NB | ||
SAE 10-8 | Max | 93.45 | 99.99 | 99.90 | 99.90 | 99.90 | 100.00 | 99.69 | 99.19 |
Mean | 77.74 | 95.89 | 94.47 | 96.32 | 96.04 | 97.81 | 95.17 | 94.29 | |
Min | 66.67 | 93.66 | 89.23 | 93.43 | 93.81 | 93.23 | 92.85 | 93.73 | |
| |||||||||
SAE 10-7 | Max | 96.43 | 100.00 | 98.46 | 100.00 | 100.00 | 100.00 | 99.60 | 99.58 |
Mean | 80.18 | 96.20 | 95.76 | 96.58 | 96.82 | 97.63 | 96.16 | 95.22 | |
Min | 63.69 | 94.13 | 93.46 | 93.52 | 94.53 | 94.52 | 93.01 | 93.61 | |
| |||||||||
SAE 10-6 | Max | 89.29 | 100.00 | 99.81 | 99.99 | 100.00 | 100.00 | 99.73 | 99.15 |
Mean | 71.73 | 96.26 | 94.74 | 96.51 | 96.43 | 96.97 | 94.59 | 95.18 | |
Min | 45.83 | 93.74 | 89.13 | 93.51 | 94.64 | 93.22 | 91.37 | 93.62 | |
| |||||||||
SAE 9-8 | Max | 90.48 | 100.00 | 97.40 | 100.00 | 99.99 | 100.00 | 99.70 | 99.71 |
Mean | 78.27 | 95.87 | 95.04 | 96.87 | 96.87 | 97.89 | 96.08 | 95.12 | |
Min | 56.55 | 92.36 | 89.04 | 93.99 | 94.24 | 92.70 | 92.71 | 93.54 | |
| |||||||||
SAE 9-7 | Max | 93.45 | 100.00 | 98.17 | 100.00 | 100.00 | 100.00 | 99.74 | 98.74 |
Mean | 80.77 | 96.23 | 93.88 | 97.75 | 96.82 | 97.13 | 97.01 | 95.82 | |
Min | 65.48 | 94.22 | 89.04 | 93.59 | 94.49 | 93.14 | 93.28 | 93.93 | |
| |||||||||
SAE 9-6 | Max | 98.81 | 100.00 | 99.71 | 100.00 | 100.00 | 100.00 | 99.66 | 99.36 |
Mean | 84.59 | 96.22 | 95.63 | 96.46 | 96.01 | 98.01 | 94.03 | 95.51 | |
Min | 70.83 | 93.31 | 90.58 | 94.16 | 94.30 | 93.26 | 93.55 | 93.94 | |
| |||||||||
SAE 8-8 | Max | 93.45 | 100.00 | 99.52 | 99.99 | 100.00 | 100.00 | 99.58 | 99.51 |
Mean | 76.61 | 96.02 | 95.39 | 95.64 | 96.22 | 96.98 | 95.45 | 94.32 | |
Min | 55.95 | 94.19 | 92.21 | 93.37 | 94.36 | 92.75 | 93.75 | 92.25 | |
| |||||||||
SAE 8-7 | Max | 98.81 | 100.00 | 99.62 | 100.00 | 100.00 | 100.00 | 99.76 | 99.79 |
Mean | 84.23 | 96.71 | 95.48 | 96.82 | 96.23 | 96.63 | 95.69 | 97.07 | |
Min | 70.83 | 94.40 | 92.21 | 93.92 | 94.57 | 94.10 | 92.99 | 94.14 | |
| |||||||||
SAE 8-6 | Max | 91.07 | 100.00 | 99.42 | 99.99 | 99.99 | 100.00 | 99.78 | 99.37 |
Mean | 78.22 | 96.01 | 94.52 | 96.21 | 95.91 | 96.92 | 95.57 | 95.98 | |
Min | 57.74 | 93.37 | 90.87 | 93.59 | 92.53 | 93.42 | 93.44 | 92.49 |