Table 3:
Results of Example 2 based on the simulated datasets.
| Bias |
EmpSD | SE | Cov | Freq | Power |
||||
|---|---|---|---|---|---|---|---|---|---|
| Oracle | Fused | Z18 | Fused | Fused | M09 | ||||
|
| |||||||||
| n = 300, p = 1000 | |||||||||
| 0.01 | 0.13 | 0.29 | 0.32 | 0.31 | 0.88 | 0.82 | 0.16 | ||
| β4 = 1.5Qε(τ ) | −0.05 | −0.07 | 0.06 | 0.33 | 0.29 | 0.90 | 0.73 | 0.11 | 0.00 |
| 0.01 | −0.14 | −0.05 | 0.31 | 0.34 | 0.82 | 0.62 | 0.10 | ||
| −0.01 | −0.01 | −0.01 | 0.14 | 0.13 | 0.90 | 1.00 | 0.88 | ||
| β21 = 1 | −0.03 | −0.01 | −0.05 | 0.12 | 0.12 | 0.91 | 0.69 | 1.00 | 0.92 |
| −0.01 | −0.00 | −0.02 | 0.14 | 0.13 | 0.92 | 1.00 | 0.84 | ||
| 0.01 | 0.01 | 0.03 | 0.13 | 0.13 | 0.90 | 1.00 | 1.00 | ||
| β41 = 1.5 | −0.01 | 0.01 | 0.03 | 0.12 | 0.13 | 0.93 | 0.99 | 1.00 | 1.00 |
| −0.00 | 0.02 | −0.02 | 0.13 | 0.14 | 0.93 | 1.00 | 1.00 | ||
| −0.03 | −0.03 | 0.04 | 0.13 | 0.13 | 0.91 | 1.00 | 1.00 | ||
| β61 = 2 | −0.03 | −0.02 | 0.03 | 0.11 | 0.13 | 0.92 | 1.00 | 1.00 | 1.00 |
| −0.01 | −0.01 | −0.00 | 0.12 | 0.15 | 0.95 | 1.00 | 1.00 | ||
|
| |||||||||
| n = 700, p = 1000 | |||||||||
| 0.03 | 0.08 | 0.19 | 0.19 | 0.21 | 0.92 | 0.99 | 0.61 | ||
| β4 = 1.5Qε(τ ) | 0.02 | 0.03 | 0.14 | 0.18 | 0.19 | 0.89 | 0.89 | 0.11 | 0.00 |
| 0.04 | −0.03 | −0.01 | 0.21 | 0.23 | 0.92 | 0.97 | 0.56 | ||
| 0.01 | 0.01 | 0.05 | 0.09 | 0.08 | 0.94 | 1.00 | 1.00 | ||
| β21 = 1 | 0.01 | 0.01 | 0.01 | 0.08 | 0.08 | 0.87 | 0.99 | 1.00 | 1.00 |
| 0.01 | 0.01 | 0.05 | 0.10 | 0.09 | 0.89 | 1.00 | 1.00 | ||
| −0.01 | 0.00 | 0.08 | 0.08 | 0.08 | 0.94 | 1.00 | 1.00 | ||
| β41 = 1.5 | −0.00 | 0.00 | 0.05 | 0.09 | 0.08 | 0.92 | 1.00 | 1.00 | 1.00 |
| 0.00 | 0.01 | 0.04 | 0.09 | 0.09 | 0.95 | 1.00 | 1.00 | ||
| −0.01 | −0.01 | 0.10 | 0.08 | 0.09 | 0.93 | 1.00 | 1.00 | ||
| β61 = 2 | −0.01 | −0.01 | 0.06 | 0.08 | 0.09 | 0.91 | 1.00 | 1.00 | 1.00 |
| −0.00 | −0.00 | 0.07 | 0.09 | 0.10 | 0.90 | 1.00 | 1.00 | ||
Note: See the footnote of Table 2; Freq, average selection frequency in B splits.