Table 1.
Results on covariate selection based on current status data data with Λ0(t) = t
| Method | MMSE(SD) | TP | FP | MMSE(SD) | TP | FP |
|---|---|---|---|---|---|---|
| n = 100 and pn = 10 | ||||||
| 20% right-censored |
40% right-censored |
|||||
| BAR | 0.349 (0.744) | 3.460 | 0.704 | 0.359 (0.536) | 3.376 | 0.754 |
| LASSO | 0.296 (0.171) | 3.804 | 1.656 | 0.282 (0.169) | 3.822 | 1.736 |
| ALASSO | 0.345 (0.272) | 3.408 | 1.100 | 0.350 (0.310) | 3.310 | 1.074 |
| MCP | 0.472 (1.865) | 3.094 | 0.704 | 0.473 (1.165) | 3.054 | 0.746 |
| SCAD | 0.483 (0.700) | 3.096 | 0.828 | 0.481 (0.553) | 2.998 | 0.640 |
| SELO | 0.483 (1.692) | 3.318 | 0.932 | 0.475 (1.371) | 3.294 | 1.040 |
| SICA | 0.463 (1.562) | 3.206 | 0.810 | 0.457 (1.352) | 3.188 | 0.856 |
| Oracle | 0.203 (0.676) | 4 | 0 | 0.189 (0.550) | 4 | 0 |
| n = 300 and pn = 10 | ||||||
| 20% right-censored |
40% right-censored |
|||||
| BAR | 0.062 (0.078) | 3.954 | 0.286 | 0.062 (0.082) | 3.934 | 0.246 |
| LASSO | 0.150 (0.067) | 4 | 1.360 | 0.127 (0.067) | 3.998 | 1.476 |
| ALASSO | 0.120 (0.117) | 3.928 | 0.550 | 0.108 (0.117) | 3.934 | 0.542 |
| MCP | 0.079 (0.117) | 3.934 | 0.406 | 0.071 (0.116) | 3.930 | 0.406 |
| SCAD | 0.078 (0.118) | 3.944 | 0.662 | 0.075 (0.118) | 3.922 | 0.596 |
| SELO | 0.075 (0.111) | 3.928 | 0.404 | 0.073 (0.112) | 3.934 | 0.440 |
| SICA | 0.077 (0.114) | 3.952 | 0.444 | 0.075 (0.109) | 3.958 | 0.522 |
| Oracle | 0.053 (0.085) | 4 | 0 | 0.046 (0.086) | 4 | 0 |
| n=300 and pn = 30 | ||||||
| 20% right-censored |
40% right-censored |
|||||
| BAR | 0.074 (0.092) | 3.876 | 0.330 | 0.072 (0.091) | 3.882 | 0.378 |
| LASSO | 0.231 (0.081) | 3.998 | 2.856 | 0.215 (0.081) | 3.988 | 2.782 |
| ALASSO | 0.304 (0.210) | 3.712 | 1.004 | 0.323 (0.210) | 3.708 | 0.812 |
| MCP | 0.112 (0.196) | 3.864 | 0.63 | 0.092 (0.174) | 3.874 | 0.684 |
| SCAD | 0.216 (0.107) | 3.83 | 0.984 | 0.227 (0.099) | 3.832 | 1.016 |
| SELO | 0.093 (0.130) | 3.864 | 0.530 | 0.085 (0.140) | 3.864 | 0.634 |
| SICA | 0.104 (0.161) | 3.834 | 0.640 | 0.086 (0.151) | 3.858 | 0.716 |
| Oracle | 0.053 (0.077) | 4 | 0 | 0.020 (0.047) | 4 | 0 |