Table 2.
Method | MMSE(SD) | TP | FP | MMSE(SD) | TP | FP |
---|---|---|---|---|---|---|
pn = 10 |
n = 100, M = 10 |
n = 100, M = 20 |
||||
BAR | 0.133 (0.131) | 3.818 | 0.362 | 0.107 (0.114) | 3.892 | 0.426 |
LASSO | 0.182 (0.108) | 3.966 | 1.370 | 0.146 (0.094) | 3.976 | 1.446 |
LASSO WC | 0.148 (0.094) | 3.976 | 1.766 | 0.120 (0.083) | 3.986 | 1.784 |
ALASSO | 0.207 (0.166) | 3.706 | 0.64 | 0.170 (0.142) | 3.806 | 0.664 |
MCP | 0.202 (0.194) | 3.616 | 0.588 | 0.142 (0.148) | 3.756 | 0.638 |
SCAD | 0.319 (0.130) | 3.780 | 0.596 | 0.258 (0.123) | 3.852 | 0.672 |
SELO | 0.180 (0.176) | 3.728 | 0.588 | 0.138 (0.138) | 3.808 | 0.548 |
SICA | 0.184 (0.176) | 3.660 | 0.460 | 0.133 (0.136) | 3.772 | 0.424 |
Oracle | 0.086 (0.108) | 4 | 0 | 0.073 (0.089) | 4 | 0 |
pn = 10 |
n = 300, M =10 |
n = 300, M = 20 |
||||
BAR | 0.030 (0.026) | 4 | 0.176 | 0.025 (0.024) | 4 | 0.220 |
LASSO | 0.076 (0.041) | 4 | 1.334 | 0.058 (0.034) | 4 | 1.464 |
LASSO WC | 0.071 (0.041) | 4 | 1.434 | 0.055 (0.033) | 4 | 1.476 |
ALASSO | 0.056 (0.060) | 3.992 | 0.404 | 0.039 (0.049) | 3.998 | 0.468 |
MCP | 0.029 (0.041) | 3.994 | 0.398 | 0.024 (0.030) | 4 | 0.380 |
SCAD | 0.060 (0.048) | 3.998 | 0.476 | 0.044 (0.037) | 4 | 0.594 |
SELO | 0.035 (0.040) | 3.998 | 0.600 | 0.029 (0.032) | 4 | 0.532 |
SICA | 0.033 (0.039) | 3.996 | 0.418 | 0.028 (0.031) | 3.998 | 0.450 |
Oracle | 0.024 (0.026) | 4 | 0 | 0.020 (0.021) | 4 | 0 |
pn = 30 |
n = 300, M = 10 |
n = 300, M = 20 |
||||
BAR | 0.034 (0.030) | 4 | 0.286 | 0.027 (0.025) | 4 | 0.332 |
LASSO | 0.159 (0.062) | 4 | 1.628 | 0.128 (0.054) | 4 | 1.892 |
LASSO WC | 0.152 (0.060) | 4 | 1.666 | 0.115 (0.048) | 4 | 1.918 |
ALASSO | 0.138 (0.137) | 3.950 | 0.770 | 0.142 (0.171) | 3.968 | 0.488 |
MCP | 0.028 (0.054) | 3.966 | 0.578 | 0.023 (0.035) | 3.996 | 0.658 |
SCAD | 0.183 (0.083) | 3.984 | 0.540 | 0.142 (0.069) | 3.990 | 0.548 |
SELO | 0.043 (0.047) | 4 | 0.598 | 0.030 (0.041) | 3.988 | 0.518 |
SICA | 0.039 (0.045) | 3.992 | 0.398 | 0.026 (0.037) | 3.988 | 0.346 |
Oracle | 0.024 (0.027) | 4 | 0 | 0.019 (0.022) | 4 | 0 |