Research Article
A Semisupervised Feature Selection with Support Vector Machine
Table 4
Comparisons of test errors and their standard errors (in parenthesis) on benchmark data sets.
| Dataset | SENFS | Spectral | DrSVM | | | | | | |
| Digit1 | 15.1 (0.04)% | 4.28 (0.12)% | 17.7 (0.09)% | 8.7 (0.15)% | 21.35 (0.05)% | 5.85 (0.16)% | USPS | 21.17 (0.03)% | 11.1 (0.24)% | 29.87 (0.15)% | 12.6 (0.31)% | 31.8 (0.12)% | 17.3 (0.3)% | COIL2 | 36.1 (1.04)% | 13.6 (0.98)% | 37.7 (1.3)% | 16.9 (0.91)% | 47.2 (0.8)% | 31.2 (1.1)% | BCI | 43.9 (0.23)% | 33.8 (0.24)% | 49.87 (0.15)% | 42.1 (0.31)% | 47.8 (0.12)% | 36.7 (0.8)% | g241c | 32.8 (1.14)% | 24.9 (1.12)% | 42.8 (1.29)% | 32.7 (1.5)% | 41.75 (1.1)% | 26.0 (1.6)% | g241n | 37.6 (0.83)% | 24.3 (0.24)% | 45.7 (0.3)% | 33.6 (0.51)% | 41.8 (0.32)% | 25.7 (0.67)% |
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