Research Article
Penalized Quadratic Inference Function-Based Variable Selection for Generalized Partially Linear Varying Coefficient Models with Longitudinal Data
Table 3
Variable selection for the parametric components under different methods.
| | Method | | | | GMSE | | IC | GMSE | | IC | GMSE | | IC |
| | SCAD | 0.0048 | 6.76 | 0 | 0.0036 | 6.846 | 0 | 0.0030 | 6.864 | 0 | LASSO | 0.0039 | 4.694 | 0 | 0.0033 | 4.766 | 0 | 0.0028 | 5.074 | 0 |
| | SCAD | 0.0047 | 6.76 | 0 | 0.0035 | 6.718 | 0 | 0.0028 | 6.846 | 0 | LASSO | 0.0038 | 4.814 | 0 | 0.0035 | 4.98 | 0 | 0.0029 | 5.048 | 0 |
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