Algorithm | Smooth function | iterations | time/s | Training error rate | Test error rate | lambda |
General Newton-Armijo algorithm |
| 69 | 6.378173 | 0.0089 | 0.0179 |
|
| 79 | 7.001273 | 0.0056 | 0.0156 |
| |
| 34 | 4.912734 | 0.0032 | 0.0151 | 0.5 | |
| 32 | 4.721893 | 0.0012 | 0.0149 | 0.618 | |
Improved Newton-Armijo algorithm: |
| 61 | 6.001282 | 0 | 0.0139 |
|
| 75 | 5.832902 | 0.0023 | 0.0187 |
| |
| 30 | 4.027182 | 0 | 0.0123 | 0.5 | |
| 27 | 3.891276 | 0 | 0.0146 | 0.618 |