Data | Models | time/s | Training error rate (%) | Test error rate (%) |
10000 × 10 | SSVM | 0.0532 | 96.7700 | 96.7700 |
FSSVM | 0.0642 | 96.8744 | 96.8700 | |
TSSVM | 0.0652 | 96.9722 | 96.9700 | |
ESSVM | 0.0567 | 97.4744 | 97.4800 | |
ISSVM | 0.0557 | 97.5237 | 97.5300 | |
10000 × 20 | SSVM | 0.0743 | 97.3211 | 97.2800 |
FSSVM | 0.0811 | 97.4233 | 97.3900 | |
TSSVM | 0.1047 | 97.5089 | 97.4800 | |
ESSVM | 0.0795 | 98.1022 | 98.1200 | |
ISSVM | 0.0790 | 98.1024 | 98.1200 | |
20000 × 10 | SSVM | 0.1118 | 97.4394 | 97.4350 |
FSSVM | 0.1319 | 97.5461 | 97.5550 | |
TSSVM | 0.1730 | 97.6061 | 97.6200 | |
ESSVM | 0.1120 | 97.7833 | 97.7850 | |
ISSVM | 0.1086 | 97.8124 | 97.8200 | |
20000 × 20 | SSVM | 0.2004 | 97.8078 | 97.8000 |
FSSVM | 0.1920 | 97.9656 | 97.9650 | |
TSSVM | 0.2508 | 98.0317 | 98.0400 | |
ESSVM | 0.1971 | 98.7033 | 98.6900 | |
ISSVM | 0.1902 | 98.8422 | 98.8500 | |
30000 × 10 | SSVM | 0.1145 | 95.7356 | 95.7300 |
FSSVM | 0.1365 | 95.8507 | 95.8467 | |
TSSVM | 0.1722 | 95.9496 | 95.9300 | |
ESSVM | 0.1133 | 96.8707 | 96.8700 | |
ISSVM | 0.1002 | 96.9852 | 96.9900 | |
30000 × 20 | SSVM | 0.1510 | 96.3856 | 96.3933 |
FSSVM | 0.1718 | 96.5107 | 96.5100 | |
TSSVM | 0.2083 | 96.5726 | 96.5700 | |
ESSVM | 0.1496 | 97.0181 | 97.0067 | |
ISSVM | 0.1298 | 97.2532 | 97.2500 |