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