Table 2.
Type I error rate and statistical power of our method in the main simulation study
| OLS | SVM | |||||
|---|---|---|---|---|---|---|
|
|
|
|
|
|
|
| 0.0 | 0.0 | 0.005 | 0.003 | 0.037 | 0.000 | 0.017 |
| 0.1 | 0.0 | 0.006 | 0.188 | 0.335 | 0.448 | 0.518 |
| 0.2 | 0.0 | 0.091 | 0.301 | 0.976 | 0.972 | 1.000 |
| 0.3 | 0.0 | 0.440 | 0.774 | 0.998 | 1.000 | 1.000 |
| 0.4 | 0.0 | 0.593 | 0.999 | 0.999 | 1.000 | 1.000 |
| 0.5 | 0.0 | 0.820 | 1.000 | 1.000 | 1.000 | 1.000 |
| 0.0 | 0.1 | 0.001 | 0.058 | 0.002 | 0.000 | 0.032 |
| 0.1 | 0.1 | 0.000 | 0.018 | 0.557 | 0.421 | 0.542 |
| 0.2 | 0.1 | 0.092 | 0.636 | 0.800 | 0.719 | 1.000 |
| 0.3 | 0.1 | 0.362 | 0.589 | 0.988 | 0.986 | 1.000 |
| 0.4 | 0.1 | 0.503 | 0.994 | 0.998 | 1.000 | 1.000 |
| 0.5 | 0.1 | 0.856 | 0.908 | 1.000 | 0.999 | 0.990 |
| 0.0 | 0.2 | 0.073 | 0.000 | 0.013 | 0.000 | 0.018 |
| 0.1 | 0.2 | 0.012 | 0.073 | 0.469 | 0.886 | 0.546 |
| 0.2 | 0.2 | 0.202 | 0.669 | 0.763 | 0.982 | 1.000 |
| 0.3 | 0.2 | 0.373 | 0.793 | 0.833 | 0.997 | 1.000 |
| 0.4 | 0.2 | 0.618 | 0.990 | 0.995 | 1.000 | 0.986 |
| 0.5 | 0.2 | 0.731 | 0.943 | 0.935 | 0.992 | 0.841 |
| 0.0 | 0.3 | 0.050 | 0.000 | 0.071 | 0.007 | 0.036 |
| 0.1 | 0.3 | 0.004 | 0.179 | 0.702 | 0.575 | 0.487 |
| 0.2 | 0.3 | 0.157 | 0.311 | 0.586 | 0.816 | 1.000 |
| 0.3 | 0.3 | 0.306 | 0.816 | 0.999 | 0.961 | 0.997 |
| 0.4 | 0.3 | 0.373 | 0.855 | 0.979 | 0.998 | 0.909 |
| 0.5 | 0.3 | 0.309 | 0.879 | 0.914 | 0.975 | 0.510 |
| 0.0 | 0.4 | 0.000 | 0.004 | 0.001 | 0.037 | 0.048 |
| 0.1 | 0.4 | 0.008 | 0.052 | 0.323 | 0.475 | 0.456 |
| 0.2 | 0.4 | 0.277 | 0.320 | 0.688 | 0.933 | 1.000 |
| 0.3 | 0.4 | 0.446 | 0.615 | 0.896 | 0.939 | 0.993 |
| 0.4 | 0.4 | 0.401 | 0.726 | 0.882 | 0.863 | 0.725 |
| 0.5 | 0.4 | 0.475 | 0.575 | 0.838 | 0.792 | 0.370 |
| 0.0 | 0.5 | 0.058 | 0.057 | 0.040 | 0.001 | 0.037 |
| 0.1 | 0.5 | 0.003 | 0.018 | 0.144 | 0.343 | 0.504 |
| 0.2 | 0.5 | 0.255 | 0.429 | 0.648 | 0.740 | 0.997 |
| 0.3 | 0.5 | 0.240 | 0.501 | 0.931 | 0.930 | 0.966 |
| 0.4 | 0.5 | 0.243 | 0.486 | 0.704 | 0.879 | 0.668 |
| 0.5 | 0.5 | 0.590 | 0.347 | 0.840 | 0.856 | 0.432 |