Table 3.
Simulation results for scenario 2 with prognostic covariates considered on their original scales (2O) as well as generated from independent normal distributions (2N). The table provides means values and standard deviations (SD) obtained for the summary measures of %Δg = %ΔMTUg, MOT, and NPC. Results are based on 100 duplicated data sets.
| Method | Scenario 2O | Scenario 2N | ||||
|---|---|---|---|---|---|---|
| MOT(SD) | %Δg (SD) | NPC(SD) | MOT(SD) | %Δg (SD) | NPC(SD) | |
| HC-BPP | 10.0 (6.2) | 0.840 (0.10) | 84.4 (6.8) | 9.0 (6.3) | 0.860 (0.12) | 73.6 (6.2) |
| KM-BPP | 20.0 (9.8) | 0.707 (0.16) | 83.2 (7.0) | 21.0 (9.8) | 0.678 (0.16) | 72.5 (7.0) |
| PAM-BPP | 22.0 (8.7) | 0.689 (0.13) | 79.9 (8.1) | 20.0 (8.8) | 0.725 (0.14) | 70.2 (7.3) |
| LASSO | 49.0 (8.7) | 0.412 (0.14) | 85.1 (8.6) | 53.0 (6.4) | 0.261 (0.09) | 62.3 (7.0) |
| Ridge | 27.0 (6.0) | 0.591 (0.10) | 73.8 (6.4) | 25.0 (5.9) | 0.620 (0.10) | 68.0 (7.3) |
| LassoINT | 46.0 (10.0) | 0.408 (0.14) | 89.4 (8.8) | 49.0 (7.9) | 0.322 (0.11) | 61.8 (6.9) |
| RidgeINT | 38.0 (8.8) | 0.431 (0.15) | 75.4 (5.9) | 31.0 (8.4) | 0.517 (0.14) | 65.1 (5.5) |