Table 3.
RF 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 | 0.0024/0.001 | 0.0012/0.0007 | 0.0012/0.0005 |
4 | 0.0014/0.0004 | 0.0002/0.0002 | 0.0012/0.0005 | |
2 | 0.0016/0.0006 | 0.0016/0.0006 | 0.0006/0.0003 | |
1 | 0.0018/0.0006 | 0.0008/0.0004 | 0.001/0.0005 | |
+∞ | 6 types | 0.0022/0.0007 | 0.0026/0.0009 | 0.0008/0.0005 |
4 | 0.002/0.0007 | 0.0018/0.0008 | 0.001/0.0006 | |
2 | 0.002/0.0008 | 0.0014/0.0005 | 0.001/0.0005 | |
1 | 0.002/0.0008 | 0.0024/0.0008 | 0.0006/0.0004 | |
+∞ | 9 types | 0.0028/0.001 | 0.0014/0.0007 | 0.001/0.0006 |
4 | 0.0022/0.001 | 0.0014/0.0006 | 0.0014/0.0007 | |
2 | 0.0022/0.0009 | 0.001/0.0005 | 0.0008/0.0004 | |
1 | 0.0022/0.0007 | 0.0008/0.0004 | 0.001/0.0005 |