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