Table 3.
Time-varying selection results of separate-penalty-varying-coefficient models (Method 2) for variables 2, 3, and 8 from 100 runs.
| n | cp | 10 covariates
|
20 covariates
|
||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
X2
|
X3
|
X8
|
X2
|
X3
|
X8
|
||||||||
| Int | TV | Int | TV | Int | TV | Int | TV | Int | TV | Int | TV | ||
| s = 1 | |||||||||||||
| 200 | 20 | 63 | 12 | 97 | 67 | 100 | 1 | 56 | 11 | 96 | 64 | 100 | 0 |
| 40 | 81 | 26 | 86 | 76 | 98 | 3 | 80 | 36 | 87 | 71 | 100 | 4 | |
| 400 | 20 | 94 | 43 | 94 | 89 | 99 | 1 | 98 | 56 | 93 | 91 | 100 | 1 |
| 40 | 97 | 71 | 89 | 82 | 100 | 1 | 100 | 84 | 90 | 80 | 100 | 4 | |
| s = 2 | |||||||||||||
| 200 | 20 | 98 | 79 | 85 | 98 | 100 | 1 | 98 | 78 | 75 | 100 | 100 | 0 |
| 40 | 100 | 95 | 83 | 97 | 100 | 4 | 100 | 97 | 79 | 99 | 100 | 3 | |
| 400 | 20 | 100 | 100 | 85 | 100 | 100 | 2 | 100 | 100 | 90 | 100 | 100 | 3 |
| 40 | 100 | 100 | 86 | 100 | 100 | 3 | 100 | 100 | 88 | 100 | 100 | 10 | |
Int: the intercept component. TV: the time-varying component.