Table 4.
Scenario 3
| ||||
---|---|---|---|---|
p | Method | Correct rate (sd) | Model size (sd) | TP (sd) |
50 | Proposed | 92.3% (7.6%) | 2.36 (1.43) | 1.72 (0.47) |
Proposed-cw | 93.5% (5.0%) | 2.62 (1.68) | 1.84 (0.36) | |
VT-rsf | 94.4% (4.8%) | 2.33 (1.17) | 1.89 (0.32) | |
Lasso-cox | 78.8% (4.4%) | 9.95 (4.88) | 1.84 (0.37) | |
optsel-ipcw | 77.9% (6.3%) | 5.59 (4.54) | 1.62 (0.49) | |
| ||||
500 | Proposed | 87.6% (11.1%) | 1.87 (1.44) | 1.39 (0.57) |
Proposed-cw | 89.6% (6.4%) | 2.00 (1.28) | 1.45 (0.50) | |
VT-rsf | 87.0% (8.1%) | 2.13 (1.91) | 1.41 (0.49) | |
Lasso-cox | 73.3% (7.2%) | 14.10 (14.18) | 1.16 (0.51) | |
optsel-ipcw | 69.3% (9.2%) | 10.50 (6.02) | 1.11 (0.47) | |
| ||||
Scenario 4 | ||||
| ||||
p | Method | Correct rate (sd) | Model size (sd) | TP (sd) |
| ||||
50 | Proposed | 86.6% (6.5%) | 1.22 (0.56) | 1.00 (0.00) |
Proposed-cw | 79.6% (13.6%) | 2.07 (2.46) | 0.96 (0.19) | |
VT-rsf | 69.1% (11.1%) | 5.41 (4.13) | 0.95 (0.22) | |
Lasso-cox | 51.9% (1.1%) | 16.75 (16.93) | 0.38 (0.49) | |
optsel-ipcw | 51.8% (1.2%) | 14.11 (15.89) | 0.32 (0.47) | |
| ||||
500 | Proposed | 84.9% (9.3%) | 1.30 (1.40) | 0.97 (0.17) |
Proposed-cw | 72.4% (17.5%) | 2.72 (3.46) | 0.73 (0.44) | |
VT-rsf | 60.9% (11.3%) | 6.18 (5.22) | 0.61 (0.49) | |
Lasso-cox | 52.2% (1.1%) | 58.04 (62.13) | 0.18 (0.38) | |
optsel-ipcw | 52.5% (1.1%) | 53.74 (43.52) | 0.17(0.35) |