Table 9.
SVM mean prediction test errors and the associate standard errors for simulation with zero-inflated weight matrix
SNR | class 1 ∖class 2 | 2 types | 5 types | 10 types |
---|---|---|---|---|
+∞ | 3 types | 0.1224/0.0166 | 0.2022/0.0193 | 0.1622/0.0171 |
4 | 0.113/0.0150 | 0.1776/0.0188 | 0.1884/0.0162 | |
2 | 0.1324/0.0163 | 0.169/0.0205 | 0.1948/0.0144 | |
1 | 0.1222/0.0134 | 0.204/0.0158 | 0.1896/0.0134 | |
+∞ | 6 types | 0.1246/0.0146 | 0.1818/0.0179 | 0.1596/0.0144 |
4 | 0.1254/0.0141 | 0.2048/0.0112 | 0.22/0.0125 | |
2 | 0.1262/0.0149 | 0.2088/0.0129 | 0.2366/0.0093 | |
1 | 0.1206/0.0147 | 0.2084/0.0120 | 0.2058/0.0128 | |
+∞ | 9 types | 0.1744/0.0127 | 0.2274/0.0157 | 0.223/0.0123 |
4 | 0.175/0.0096 | 0.1472/0.0173 | 0.1794/0.0125 | |
2 | 0.1858/0.0083 | 0.213/0.0144 | 0.1882/0.0096 | |
1 | 0.207/0.01 | 0.1664/0.0144 | 0.1742/0.0137 |