Research Article
An ISVM Algorithm Based on High-Dimensional Distance and Forgetting Characteristics
Table 7
The comparison of classification performance of the four algorithms for “thyroid.”
| Iteration count | Simple-ISVM | KKT-ISVM | CSV-ISVM | HDFC-ISVM | ACC | Time (s) | ACC | Time (s) | ACC | Time (s) | ACC | Time (s) |
| 1 | 0.996 | 0.060 | 1.000 | 0.053 | 0.994 | 0.060 | 0.999 | 0.044 | 2 | 0.994 | 0.058 | 0.996 | 0.042 | 0.967 | 0.079 | 0.996 | 0.041 | 3 | 0.934 | 0.086 | 0.941 | 0.055 | 0.934 | 0.041 | 0.970 | 0.065 | 4 | 0.960 | 0.159 | 0.960 | 0.149 | 0.987 | 0.063 | 0.975 | 0.051 | 5 | 0.992 | 0.158 | 0.992 | 0.135 | 1.000 | 0.038 | 0.999 | 0.052 |
|
|