Research Article
Smooth Diagonal Weighted Newton Support Vector Machine
Table 5
Comparisons with various algorithms.
| Training size | Algorithm | Time (s) | Training accu. (%) | Testing accu. (%) |
| 1000 | SSVM | 4.61 | 98.28 | 97.65 | FPSSVM | 4.65 | 99.64 | 98.08 | PWSSVM | 4.31 | 99.82 | 98.41 | SDWNSVM | 4.10 | 99.87 | 99.02 |
| 2000 | SSVM | 11.97 | 98.54 | 98.33 | FPSSVM | 10.20 | 99.11 | 98.29 | PWSSVM | 9.67 | 99.18 | 98.83 | SDWNSVM | 9.67 | 99.69 | 99.36 |
| 3000 | SSVM | 25.21 | 98.97 | 97.93 | FPSSVM | 23.21 | 98.91 | 98.57 | PWSSVM | 19.38 | 99.07 | 98.94 | SDWNSVM | 15.35 | 99.69 | 99.36 |
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