Table 1.
Simulation results for scenarios 1 and 2. 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 1 | Scenario 2 | ||||
|---|---|---|---|---|---|---|
| MOT(SD) | %Δg (SD) | NPC(SD) | MOT(SD) | %Δg (SD) | NPC(SD) | |
| Naive | ||||||
| 45.0 | 0.284 | 72.7 (8.5) | 45.0 | 0.278 | 62.7 (10.8) | |
| HC-BPP | 6.0 (3.1) | 0.932 (0.04) | 79.5 (8.1) | 9.0 (8.5) | 0.867 (0.13) | 84.5 (8.3) |
| KM-BPP | 10.0 (7.5) | 0.876 (0.11) | 76.6 (8.1) | 20.0 (10.7) | 0.723 (0.17) | 80.1 (9.4) |
| PAM-BPP | 15.0 (3.3) | 0.802 (0.05) | 77.8 (8.3) | 23.0 (9.9) | 0.669 (0.15) | 78.3 (9.8) |
| HC-BPO | 6.0 (2.7) | 0.934 (0.03) | 79.4 (8.1) | 9.0 (6.6) | 0.863 (0.12) | 74.2 (8.8) |
| KM-BPO | 10.0 (7.5) | 0.871 (0.11) | 76.6 (8.2) | 20.0 (10.2) | 0.692 (0.17) | 74.1 (7.4) |
| PAM-BPO | 15.0 (3.1) | 0.800 (0.05) | 77.9 (8.2) | 21.0 (9.1) | 0.719 (0.14) | 73.7 (7.6) |
| LASSO | 44.0 (9.3) | 0.462 (0.12) | 69.6 (8.3) | 47.0 (9.1) | 0.466 (0.12) | 98.8 (10.0) |
| Ridge | 15.0 (7.1) | 0.801 (0.11) | 78.0 (7.1) | 28.0 (6.0) | 0.578 (0.10) | 76.1 (6.5) |
| LassoINT | 36.0 (9.4) | 0.556 (0.12) | 67.1 (8.0) | 44.0 (10.9) | 0.440 (0.16) | 104.5 (9.3) |
| RidgeINT | 17.0 (7.2) | 0.790 (0.09) | 70.3 (5.1) | 36.0 (9.4) | 0.434 (0.17) | 76.9 (6.4) |