Research Article
Penalized Quadratic Inference Function-Based Variable Selection for Generalized Partially Linear Varying Coefficient Models with Longitudinal Data
Table 5
Variable selection when the true
is CS when
.
| Working | Method | | | GMSE | | IC | RASE | | IC |
| | | | | | | | |
| CS | SCAD | 0.0030 | 6.864 | 0 | 0.0812 | 4.83 | 0 | LASSO | 0.0028 | 5.074 | 0 | 0.1235 | 4.57 | 0 |
| AR-1 | SCAD | 0.0033 | 6.856 | 0 | 0.0935 | 4.82 | 0 | LASSO | 0.0034 | 4.924 | 0 | 0.1230 | 4.57 | 0 |
| | | | | | | | |
| CS | SCAD | 0.0028 | 6.846 | 0 | 0.0344 | 4.85 | 0 | LASSO | 0.0029 | 5.048 | 0 | 0.0398 | 4.76 | 0 |
| AR-1 | SCAD | 0.0030 | 6.846 | 0 | 0.0354 | 4.86 | 0 | LASSO | 0.0031 | 5.048 | 0 | 0.0411 | 4.75 | 0 |
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