Research Article
A Faster Gradient Ascent Learning Algorithm for Nonlinear SVM
Table 6
The comparative analysis in terms of the number of iterations and the values of
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| | Number of iterations/the estimation of the maximum value of (4) | SMO | The variant of the gradient algorithm using the weight parameter (15) | The variant of the gradient algorithm using the weight parameter (20) | The variant of the gradient algorithm using the weight parameter (24) |
| 0.1 | 2120/114.85 | 312/114.44 | 300/114.57 | 330/114.69 | 0.15 | 2320/129.18 | 278/129.17 | 273/129.23 | 280/129.19 | 0.2 | 2223/135.88 | 278/136.44 | 278/136.57 | 278/136.01 | 0.3 | 2285/141.10 | 277/141.52 | 276/141.50 | 323/140.72 | 0.5 | 3073/142.89 | 301/142.99 | 297/142.98 | 379/142.84 |
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