Table 5.
Results on grouping effects based on interval-censored data
Method | MMSE (SD) | TP | FP | G |
---|---|---|---|---|
ρ = 0.8 | ||||
BAR | 0.061 (0.075) | 3.938 | 0.164 | 0.940 |
LASSO | 0.162 (0.121) | 3.998 | 1.282 | 0.695 |
ALASSO | 0.108 (0.126) | 3.940 | 0.598 | 0.833 |
MCP | 0.081 (0.107) | 3.830 | 0.530 | 0.811 |
SCAD | 0.068 (0.115) | 3.872 | 0.770 | 0.773 |
SELO | 0.079 (0.096) | 3.894 | 0.508 | 0.833 |
SICA | 0.079 (0.102) | 3.854 | 0.460 | 0.837 |
Oracle | 0.048 (0.063) | 4 | 0 | 1 |
ρ = 0.9 | ||||
BAR | 0.063 (0.083) | 3.804 | 0.276 | 0.882 |
LASSO | 0.093 (0.088) | 3.990 | 2.342 | 0.526 |
ALASSO | 0.100 (0.118) | 3.744 | 0.634 | 0.780 |
MCP | 0.104 (0.106) | 3.388 | 0.686 | 0.680 |
SCAD | 0.090 (0.100) | 3.536 | 0.744 | 0.703 |
SELO | 0.106 (0.104) | 3.298 | 0.480 | 0.721 |
SICA | 0.106 (0.099) | 3.424 | 0.636 | 0.708 |
Oracle | 0.043 (0.069) | 4 | 0 | 1 |
ρ = 0.95 | ||||
BAR | 0.067 (0.084) | 3.516 | 0.412 | 0.784 |
LASSO | 0.083 (0.081) | 3.938 | 2.074 | 0.533 |
ALASSO | 0.092 (0.098) | 3.442 | 0.878 | 0.659 |
MCP | 0.108 (0.093) | 2.986 | 1.018 | 0.535 |
SCAD | 0.107 (0.090) | 3.070 | 1.086 | 0.534 |
SELO | 0.109 (0.094) | 2.988 | 0.944 | 0.557 |
SICA | 0.111 (0.092) | 2.902 | 0.802 | 0.572 |
Oracle | 0.042 (0.069) | 4 | 0 | 1 |