Research Article

Smooth Diagonal Weighted Newton Support Vector Machine

Table 5

Comparisons with various algorithms.

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

1000SSVM4.6198.2897.65
FPSSVM4.6599.6498.08
PWSSVM4.3199.8298.41
SDWNSVM4.1099.8799.02

2000SSVM11.9798.5498.33
FPSSVM10.2099.1198.29
PWSSVM9.6799.1898.83
SDWNSVM9.6799.6999.36

3000SSVM25.2198.9797.93
FPSSVM23.2198.9198.57
PWSSVM19.3899.0798.94
SDWNSVM15.3599.6999.36