Research Article
Smooth Diagonal Weighted Newton Support Vector Machine
Table 4
Comparisons with various algorithms.
| | Algorithm | Assessment indexes | | Armijo | Iterations | Time | Training accu. | Testing accu. |
| | SSVM Bupa () | | | | | | | Linear | 1 | 4.1 | 0.01 | 70.11% | 68.08% | | 0 | 4.3 | 0.01 | 70.08% | 67.83% | | Kernel | 1 | 2 | 0.21 | 100% | 60.36% | | 0 | 2 | 0.20 | 100% | 60.29% | | SDWNSVM Bupa () | | | | | | | Linear | 1 | 4.1 | 0.01 | 71.60% | 70. 19% | | 0 | 4.3 | 0.01 | 71.37% | 69.56% | | Rough | 1 | 2 | 0.21 | 100% | 60.18% | | 0 | 2 | 0.20 | 100% | 60.57% | | Exact | 1 | 3.3 | 0.73 | 100% | 61.12% | | 0 | 3.6 | 0.67 | 100% | 60.91% | | SSVM Pima () | | | | | | | Linear | 1 | 4.3 | 0.01 | 78.02% | 77.34% | | 0 | 4.3 | 0.01 | 77.89% | 77.21 % | | Kernel | 1 | 2 | 3.38 | 100% | 65.11% | | 0 | 2 | 3.12 | 100% | 65.09% | | SDWNSVM Pima () | | | | | | | Linear | 1 | 4.3 | 0.01 | 78.14% | 77.48% | | 0 | 4.3 | 0.01 | 78.11% | 77.47% | | Rough | 1 | 2 | 2.99 | 100% | 65.11% | | 0 | 2 | 2.99 | 100% | 65.19% | | Exact | 1 | 2 | 2.99 | 100% | 65.11% | | 0 | 2 | 2.99 | 100% | 65.19% |
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