Research Article
Smooth Diagonal Weighted Newton Support Vector Machine
Table 1
Performances of the ten-fold cross validation.
| | Fold | SSVM | SDWNSVM | | Train | Test | Iteration | Time | Train | Test | Iteration | Time |
| | 1 | 92.09% | 91.43% | 7 | 0.06 | 94.30% | 82.86% | 5 | 0.05 | | 2 | 94.30% | 88.57% | 8 | 0.08 | 93.35% | 85.71% | 5 | 0.05 | | 3 | 93.35% | 97.14% | 7 | 0.11 | 95.25% | 88.57% | 5 | 0.08 | | 4 | 94.30% | 94.29% | 8 | 0.09 | 93.99% | 85.71% | 5 | 0.08 | | 5 | 93.35% | 97.14% | 8 | 0.13 | 94.30% | 91.43% | 5 | 0.09 | | 6 | 93.67% | 82.86% | 8 | 0.14 | 93.67% | 94.29% | 5 | 0.13 | | 7 | 93.99% | 88.57% | 7 | 0.17 | 93.67% | 100.00% | 5 | 0.14 | | 8 | 94.30% | 85.71% | 7 | 0.19 | 94.62% | 88.57% | 5 | 0.17 | | 9 | 94.30% | 85.71% | 8 | 0.20 | 93.67% | 91.43% | 5 | 0.19 | | 10 | 94.92% | 83.33% | 8 | 0.23 | 95.24% | 83.33% | 5 | 0.20 |
| | Mean/variance | 93.86%/0.0062 | 89.48%/0.2844 | 7.6/0.2667 | 0.14/0.0032 | 94.21%/0.0044 | 89.19%/0.2803 | 5/0 | 0.12/0.0031 |
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