Research Article
Penalized Quadratic Inference Function-Based Variable Selection for Generalized Partially Linear Varying Coefficient Models with Longitudinal Data
Table 1
Variable selection for the parametric components under different methods.
| | Method | | | | GMSE | | IC | GMSE | | IC | GMSE | | IC |
| | SCAD | 0.0011 | 15.83 | 0 | 0.0006 | 16.246 | 0 | 0.0005 | 16.746 | 0 | LASSO | 0.0006 | 14.81 | 0 | 0.0005 | 15.346 | 0 | 0.0004 | 15.574 | 0 |
| | SCAD | 0.0011 | 15.75 | 0 | 0.0006 | 16.70 | 0 | 0.0004 | 16.846 | 0 | LASSO | 0.0007 | 14.82 | 0 | 0.0006 | 14.96 | 0 | 0.0005 | 15.35 | 0 |
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