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.

DatasetSENFSSpectralDrSVM

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)%
g241c32.8 (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)%