Research Article
Smooth Diagonal Weighted Newton Support Vector Machine
Table 6
Comparisons with various algorithms.
| Scale | Dimension | Algorithm | Time (s) | Training accu. (%) | Testing accu. (%) |
| 5000 | 50 | SSVM | 8.61 | 93.72 | 93.15 | FPSSVM | 12.31 | 93.46 | 93.08 | PWSSVM | 6.46 | 93.82 | 93.17 | SDWNSVM | 3.63 | 93.87 | 93.20 |
| 5000 | 200 | SSVM | 25.21 | 93.59 | 92.87 | FPSSVM | 32.57 | 92.31 | 92.26 | PWSSVM | 11.31 | 93.77 | 93.08 | SDWNSVM | 7.16 | 93.90 | 93.33 |
| 10000 | 50 | SSVM | 27.97 | 95.09 | 94.37 | FPSSVM | 43.27 | 94.93 | 94.58 | PWSSVM | 19.86 | 95.71 | 95.03 | SDWNSVM | 13.79 | 95.96 | 95.67 |
| 10000 | 200 | SSVM | 58.61 | 94.37 | 93.63 | FPSSVM | 96.41 | 94.33 | 93.49 | PWSSVM | 46.32 | 95.03 | 93.86 | SDWNSVM | 38.17 | 95.51 | 94.03 |
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