Data | Models | time/s | Training error rate(%) | Test error rate(%) |
1000/9000 | SSVM | 2.170 | 93.900 | 93.430 |
FSSVM | 2.220 | 93.900 | 93.501 | |
TSSVM | 2.102 | 93.900 | 93.370 | |
ESSVM | 1.662 | 93.900 | 93.500 | |
ISSVM | 1.420 | 93.890 | 93.920 | |
2000/8000 | SSVM | 22.840 | 95.600 | 95.320 |
FSSVM | 23.920 | 95.902 | 95.331 | |
TSSVM | 22.030 | 95.650 | 95.440 | |
ESSVM | 20.702 | 95.900 | 95.664 | |
ISSVM | 20.280 | 95.880 | 95.980 | |
3000/7000 | SSVM | 103.480 | 97.430 | 97.311 |
FSSVM | 81.892 | 97.430 | 97.310 | |
TSSVM | 80.925 | 97.534 | 97.361 | |
ESSVM | 76.750 | 97.700 | 97.470 | |
ISSVM | 74.830 | 97.938 | 98.004 |