Table 10.
Relative RMSE (%) of different approaches in scenario S3.
| Model | p = 10 | p = 400 | p = 1000 |
|---|---|---|---|
| LM | 36.45 | 36.85 | 39.28 |
| MI-PMM | 53.84 | 258.41 | NA |
| MI-Norm | 35.80 | 2507.57 | NA |
| MI-Mean | 87.87 | 88.13 | NA |
| LASSO-DB | 60.29 | 66.12 | 67.72 |
| LASSO-PS | 56.01 | 56.74 | 57.31 |
| LASSO-DR | 54.63 | 56.26 | 57.30 |
| SCAD-DB | 35.22 | 37.44 | 39.53 |
| SCAD-PS | 65.15 | 58.51 | 57.72 |
| SCAD-DR | 75.82 | 58.90 | 57.16 |
| RR | 39.53 | 82.43 | 84.67 |
| RT | 57.15 | 62.22 | 63.02 |
| RF | 48.28 | 87.45 | 89.82 |
| XGB | 27.95 | 28.28 | 28.34 |
| DL-1r | 24.53 | 26.41 | 27.64 |
| DL-2r | 25.83 | 26.21 | 27.23 |
| DL-1s | 23.12 | 29.23 | 29.04 |
| DL-2s | 23.12 | 26.61 | 27.01 |