Table 4.
Results on grouping effects based on current status data
| Method | MMSE (SD) | TP | FP | G |
|---|---|---|---|---|
| ρ = 0.8 | ||||
| BAR | 0.172 (0.238) | 3.684 | 0.408 | 0.823 |
| LASSO | 0.297 (0.216) | 3.966 | 1.698 | 0.606 |
| ALASSO | 0.311 (0.259) | 3.574 | 0.712 | 0.732 |
| MCP | 0.277 (0.306) | 3.300 | 0.598 | 0.693 |
| SCAD | 0.269 (0.305) | 3.506 | 0.788 | 0.686 |
| SELO | 0.280 (0.311) | 3.480 | 0.802 | 0.681 |
| SICA | 0.273 (0.307) | 3.458 | 0.756 | 0.685 |
| Oracle | 0.106 (0.224) | 4 | 0 | 1 |
| ρ = 0.9 | ||||
| BAR | 0.168 (0.313) | 3.446 | 0.452 | 0.756 |
| LASSO | 0.211 (0.201) | 3.900 | 1.760 | 0.564 |
| ALASSO | 0.261 (0.228) | 3.224 | 0.858 | 0.628 |
| MCP | 0.265 (0.383) | 2.912 | 0.866 | 0.557 |
| SCAD | 0.244 (0.363) | 2.956 | 0.910 | 0.537 |
| SELO | 0.261 (0.371) | 3.008 | 1.020 | 0.523 |
| SICA | 0.276 (0.365) | 2.894 | 0.878 | 0.536 |
| Oracle | 0.099 (0.282) | 4 | 0 | 1 |
| ρ = 0.95 | ||||
| BAR | 0.134 (0.237) | 3.014 | 0.352 | 0.697 |
| LASSO | 0.200 (0.187) | 3.750 | 1.830 | 0.539 |
| ALASSO | 0.191 (0.216) | 2.930 | 1.274 | 0.473 |
| MCP | 0.203 (0.316) | 2.614 | 0.814 | 0.509 |
| SCAD | 0.211 (0.320) | 2.602 | 1.054 | 0.438 |
| SELO | 0.223 (0.289) | 2.596 | 1.020 | 0.438 |
| SICA | 0.225 (0.338) | 2.692 | 1.218 | 0.423 |
| Oracle | 0.097 (0.242) | 4 | 0 | 1 |