Table 4.
SVM mean prediction test errors for 25 data sets with the standard errors for the mean prediction errors (mean/SE)
| SNR | class 1 ∖class 2 | 2 types | 5 types | 10 types |
|---|---|---|---|---|
| +∞ | 3 types | 0.1462/0.0173 | 0.13/0.0167 | 0.1276/0.0156 |
| 4 | 0.1356/0.0176 | 0.1784/0.0169 | 0.1616/0.0153 | |
| 2 | 0.1356/0.0176 | 0.1784/0.0168 | 0.146/0.0124 | |
| 1 | 0.1356/0.0176 | 0.185/0.0151 | 0.146/0.0125 | |
| +∞ | 6 types | 0.1794/0.018 | 0.1214/0.0146 | 0.162/0.0154 |
| 4 | 0.1774/0.0191 | 0.1626/0.0154 | 0.1738/0.0164 | |
| 2 | 0.1772/0.0191 | 0.1498/0.0147 | 0.159/0.0172 | |
| 1 | 0.1392/0.0173 | 0.1632/0.0154 | 0.1248/0.0151 | |
| +∞ | 9 types | 0.1344/0.0193 | 0.1656/0.0179 | 0.174/0.0177 |
| 4 | 0.121/0.0158 | 0.1558/0.0166 | 0.1846/0.0162 | |
| 2 | 0.121/0.0158 | 0.1552/0.0181 | 0.1824/0.0177 | |
| 1 | 0.121/0.0159 | 0.1652/0.0198 | 0.1794/0.0178 |