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. Author manuscript; available in PMC: 2024 Sep 10.
Published in final edited form as: Stat Med. 2023 Jun 14;42(20):3685–3698. doi: 10.1002/sim.9825

TABLE 2.

The bias, standard deviation (SD), standard error (SE), and the coverage probability of 95% confidence intervals (CP) of the estimators in Example 1 and Example 3.

m=50 m=100
m Method Bias SD SE CP Bias SD SE CP
Example 1 α^1 SCAD 0.014 0.090 0.113 98.9 0.008 0.070 0.078 97.8
Oracle 0.009 0.094 0.105 96.0 0.018 0.078 0.074 94.0
α^3 SCAD 0.028 0.094 0.086 91.5 0.010 0.055 0.061 97.8
Oracle 0.006 0.094 0.084 92.0 0.006 0.055 0.060 98.0
Example 3 α^1 SCAD 0.009 0.086 0.087 93.4 0.004 0.063 0.062 97.4
Oracle 0.004 0.082 0.087 95.0 0.002 0.061 0.062 98.0
α^3 SCAD 0.005 0.069 0.089 97.8 0.019 0.058 0.062 94.8
Oracle 0.004 0.084 0.086 96.0 0.004 0.059 0.061 94.0
α^4 SCAD 0.006 0.088 0.085 92.3 0.008 0.057 0.060 93.5
Oracle 0.009 0.087 0.085 93.0 0.006 0.055 0.060 96.0