Research Article
An ISVM Algorithm Based on High-Dimensional Distance and Forgetting Characteristics
Table 3
The comparison of classification performance of the four algorithms for “German.”
| Iteration count | Simple-ISVM | KKT-ISVM | CSV-ISVM | HDFC-ISVM | ACC | Time (s) | ACC | Time (s) | ACC | Time (s) | ACC | Time (s) |
| 1 | 0.998 | 0.227 | 1.000 | 0.213 | 0.994 | 0.142 | 0.93 | 0.117 | 2 | 0.792 | 0.353 | 0.864 | 0.189 | 0.988 | 0.147 | 0.954 | 0.169 | 3 | 0.924 | 0.383 | 0.923 | 0.231 | 0.976 | 0.133 | 0.994 | 0.214 | 4 | 0.98 | 0.391 | 0.943 | 0.146 | 0.982 | 0.138 | 0.997 | 0.23 | 5 | 0.988 | 0.473 | 0.906 | 0.160 | 0.992 | 0.149 | 0.998 | 0.144 | 6 | 0.996 | 0.466 | 0.959 | 0.183 | 1 | 0.148 | 0.997 | 0.17 |
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