Research Article

Smooth Diagonal Weighted Newton Support Vector Machine

Table 6

Comparisons with various algorithms.

ScaleDimensionAlgorithmTime (s)Training accu. (%) Testing accu. (%)

500050SSVM8.6193.7293.15
FPSSVM12.3193.4693.08
PWSSVM6.4693.8293.17
SDWNSVM3.6393.8793.20

5000200SSVM25.2193.5992.87
FPSSVM32.5792.3192.26
PWSSVM11.3193.7793.08
SDWNSVM7.1693.9093.33

1000050SSVM27.9795.0994.37
FPSSVM43.2794.9394.58
PWSSVM19.8695.7195.03
SDWNSVM13.7995.9695.67

10000200SSVM58.6194.3793.63
FPSSVM96.4194.3393.49
PWSSVM46.3295.0393.86
SDWNSVM38.1795.5194.03