Table 2.
Model-based SE |
95% CP |
|||||||
---|---|---|---|---|---|---|---|---|
Method | Model Parameter | Point Estimate | Relative Bias | Empirical SE | Freq. | Bayes. | Freq. | Bayes. |
Scenario 1: Full data, m = 40 | ||||||||
DPL | β1 | 0.789 | −0.014 | 0.167 | 0.129 | 0.129 | 0.93 | 0.93 |
β2 | 0.807 | 0.008 | 0.156 | 0.135 | 0.135 | 0.92 | 0.92 | |
β5 | 0.787 | −0.016 | 0.150 | 0.130 | 0.130 | 0.91 | 0.91 | |
SCAD | β1 | 0.775 | −0.031 | 0.141 | 0.116 | - | 0.89 | - |
β2 | 0.789 | −0.014 | 0.141 | 0.117 | - | 0.91 | - | |
β5 | 0.764 | −0.045 | 0.145 | 0.115 | - | 0.82 | - | |
Scenario 2: Full data, m = 60 | ||||||||
DPL | β1 | 0.795 | −0.006 | 0.098 | 0.103 | 0.103 | 0.94 | 0.94 |
β2 | 0.807 | 0.009 | 0.101 | 0.105 | 0.105 | 0.93 | 0.93 | |
β5 | 0.795 | −0.007 | 0.105 | 0.103 | 0.103 | 0.93 | 0.93 | |
SCAD | β1 | 0.783 | −0.021 | 0.105 | 0.096 | - | 0.90 | - |
β2 | 0.795 | −0.006 | 0.108 | 0.097 | - | 0.90 | - | |
β5 | 0.780 | −0.025 | 0.115 | 0.097 | - | 0.89 | - | |
Scenario 3: Missing data, m = 40 | ||||||||
DPL | β1 | 0.780 | −0.026 | 0.177 | 0.144 | 0.144 | 0.93 | 0.93 |
β2 | 0.795 | −0.006 | 0.151 | 0.151 | 0.151 | 0.96 | 0.96 | |
β5 | 0.782 | −0.022 | 0.144 | 0.144 | 0.144 | 0.93 | 0.93 | |
SCAD | β1 | 0.765 | −0.043 | 0.163 | 0.120 | - | 0.81 | - |
β2 | 0.776 | −0.029 | 0.169 | 0.120 | - | 0.86 | - | |
β5 | 0.755 | −0.056 | 0.169 | 0.115 | - | 0.85 | - | |
Scenario 4: Independent data, m = 40 | ||||||||
DPL | β1 | 0.773 | −0.034 | 0.045 | 0.026 | 0.026 | 0.71 | 0.71 |
β2 | 0.777 | −0.029 | 0.048 | 0.028 | 0.028 | 0.77 | 0.77 | |
β5 | 0.773 | −0.034 | 0.049 | 0.027 | 0.027 | 0.81 | 0.81 | |
SCAD | β1 | 0.798 | −0.002 | 0.028 | 0.025 | - | 0.91 | - |
β2 | 0.804 | 0.005 | 0.033 | 0.027 | - | 0.87 | - | |
β5 | 0.800 | 0.000 | 0.028 | 0.025 | - | 0.91 | - |