Table 2.
β̂1 |
β̂2 |
β̂5 |
||||
---|---|---|---|---|---|---|
SD | SDm | SD | SDm | SD | SDm | |
SCAD | .145 | .129 | .135 | .128 | .128 | .114 |
Hard | .151 | .130 | .145 | .129 | .138 | .119 |
LASSO | .160 | .134 | .145 | .143 | .161 | .130 |
ALASSO | .149 | .132 | .130 | .133 | .133 | .113 |
EN | .172 | .113 | .151 | .111 | .155 | .103 |
Oracle | .144 | .129 | .136 | .126 | .143 | .111 |
NOTE: SD refers to the mean absolute deviation of the estimated regression coefficients divided by .6745; SDm, to the median of the standard error estimates. The table entries are for a sample size n = 100 and (error) standard deviation σ = 1.