Table 5.
Average number of discrimination parameters shrunken to zero by the
-penalty
| Design | Lasso (orthogonal) | Lasso (oblique) | |||||||
|---|---|---|---|---|---|---|---|---|---|
| L |
structure |
|
M | Mean | SD | Prop | Mean | SD | Prop |
| 3 | Simple | 0.0 | 3 | 14.22 | 2.36 | 0.53 | 15.03 | 2.44 | 0.56 |
| 4 | Simple | 0.0 | 3 | 28.38 | 6.41 | 0.59 | 29.40 | 3.05 | 0.61 |
| 3 | Complex | 0.0 | 3 | 3.98 | 1.14 | 0.15 | 5.88 | 1.49 | 0.22 |
| 4 | Complex | 0.0 | 3 | 11.62 | 1.78 | 0.24 | 10.90 | 2.84 | 0.23 |
| 3 | Simple | 0.3 | 3 | 5.42 | 1.30 | 0.20 | 15.93 | 1.99 | 0.59 |
| 4 | Simple | 0.3 | 3 | 11.10 | 2.59 | 0.23 | 26.73 | 6.72 | 0.56 |
| 3 | Complex | 0.3 | 3 | 3.80 | 0.85 | 0.14 | 6.90 | 2.10 | 0.26 |
| 4 | Complex | 0.3 | 3 | 6.72 | 0.75 | 0.14 | 9.07 | 2.77 | 0.19 |
| 3 | Simple | 0.0 | 5 | 23.00 | 3.33 | 0.51 | 23.25 | 2.45 | 0.52 |
| 4 | Simple | 0.0 | 5 | 42.48 | 9.07 | 0.53 | 42.85 | 6.34 | 0.54 |
| 3 | Complex | 0.0 | 5 | 17.35 | 4.46 | 0.39 | 13.25 | 3.79 | 0.29 |
| 4 | Complex | 0.0 | 5 | 13.07 | 3.73 | 0.16 | 11.03 | 4.47 | 0.14 |
| 3 | Simple | 0.3 | 5 | 7.20 | 2.27 | 0.16 | 23.05 | 3.02 | 0.51 |
| 4 | Simple | 0.3 | 5 | 11.90 | 3.39 | 0.15 | 23.23 | 12.94 | 0.29 |
| 3 | Complex | 0.3 | 5 | 5.92 | 2.07 | 0.13 | 12.75 | 4.84 | 0.28 |
| 4 | Complex | 0.3 | 5 | 7.38 | 1.33 | 0.09 | 8.82 | 2.56 | 0.11 |