Table 2.
Maximum penalized likelihood estimates of Yale infant grown data comparing SCAD and ALASSO penalty functions with random effects and ICQ penalty estimates
Fixed Estimatea (Variance Estimate of Random Effectb) | |||||
---|---|---|---|---|---|
SCAD | ALASSO | ||||
Variable | MLEc | RE | ICQ | RE | ICQ |
Intercept | 7.002* (-) | 6.924 (-) | 6.988 (-) | 6.913 (-) | 6.913 (-) |
Visit | 2.641* (0.230*) | 2.576 (0.087) | 2.617 (0.109) | 2.543 (0.040) | 2.548 (0.067) |
Age | −0.035 (0.017) | 0.000 (0.000) | 0.000 (0.007) | 0.000 (0.000) | 0.000 (0.000) |
Gestation | 0.528* (0.017) | 0.424 (0.000) | 0.455 (0.011) | 0.322 (0.000) | 0.424 (0.000) |
Race | −0.060 (-) | 0.000 (-) | 0.000 (-) | 0.000 (-) | 0.000 (-) |
Pregnant | −0.004 (-) | 0.000 (-) | 0.000 (-) | 0.000 (-) | 0.000 (-) |
Gender | 0.139* (-) | 0.022 (-) | 0.033 (-) | 0.000 (-) | 0.000 (-) |
Cocaine | 0.103* (-) | 0.016 (-) | 0.022 (-) | 0.000 (-) | 0.000 (-) |
σ2 d | 0.512 (-) | 0.552 (-) | 0.527 (-) | 0.612 (-) | 0.594 (-) |
ICQe | 9223.7 | 11507.32 | 9660.013 | 11999.01 | 11773.25 |
is estimate of β
is estimate of diag(D)
* indicates significant effects by MLE analysis
is the variance estimate of error term of the linear mixed model
is a measure of goodness of fit