Table 3.
The average (“ave”) and the sample standard errors (“std”) for various estimates, and the inference results, respectively, the average of the estimated standard deviation (“ ”) and the coverage of the estimated 95% confidence interval (“95%”), of the oracle estimator and the efficient estimator, of β in simulated example 3
β11 | β21 | β31 | β41 | β51 | β61 | β12 | β22 | β32 | β42 | β52 | β62 | ||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 0.6667 | 0.6667 | 0 | −0.3333 | 0.6667 | 0.8 | 0.8 | −0.3 | 0.3 | 0 | 0 | ||
Oracle | ave | 1.0009 | 0.6676 | 0.6674 | 0.0002 | −0.3339 | 0.6675 | 0.8064 | 0.8064 | −0.2905 | 0.2969 | −0.0047 | 0.0053 |
std | 0.0305 | 0.0305 | 0.0325 | 0.0099 | 0.0198 | 0.0314 | 0.0860 | 0.0860 | 0.0902 | 0.0291 | 0.0550 | 0.0854 | |
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0.0275 | 0.0275 | 0.0295 | 0.0109 | 0.0178 | 0.0276 | 0.0828 | 0.0828 | 0.0876 | 0.0296 | 0.0547 | 0.0826 | |
95% | 0.9270 | 0.9270 | 0.9300 | 0.9590 | 0.9200 | 0.9110 | 0.9410 | 0.9410 | 0.9320 | 0.9450 | 0.9520 | 0.9430 | |
Eff | ave | 1.0097 | 0.6763 | 0.6764 | −0.0000 | −0.3384 | 0.6752 | 0.8038 | 0.8038 | −0.3067 | 0.3105 | 0.0022 | −0.0003 |
std | 0.0714 | 0.0714 | 0.0745 | 0.0162 | 0.0434 | 0.0740 | 0.1737 | 0.1737 | 0.1993 | 0.0485 | 0.1511 | 0.1895 | |
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0.0709 | 0.0709 | 0.0734 | 0.0175 | 0.0454 | 0.0702 | 0.1439 | 0.1439 | 0.1490 | 0.0381 | 0.0973 | 0.1439 | |
95% | 0.9280 | 0.9280 | 0.9350 | 0.9530 | 0.9460 | 0.9430 | 0.9230 | 0.9230 | 0.9240 | 0.9410 | 0.9150 | 0.9080 | |
local | ave | 1.0633 | 0.7300 | 0.7372 | −0.0072 | −0.3701 | 0.7468 | 0.7689 | 0.7689 | −0.3066 | 0.2754 | −0.0116 | −0.0042 |
std | 1.8783 | 1.8783 | 2.1273 | 0.2493 | 1.0694 | 2.3913 | 1.1281 | 1.1281 | 1.5767 | 0.4517 | 0.2192 | 0.2516 | |
dMAVE | ave | 0.8884 | 0.6079 | −0.1703 | 0.2119 | −0.2498 | 0.5065 | 0.8282 | 0.7722 | −0.0901 | 0.2371 | −0.0153 | 0.0354 |
std | 0.0748 | 0.1021 | 0.0951 | 0.0569 | 0.0888 | 0.1155 | 0.0379 | 0.0378 | 0.1188 | 0.0731 | 0.0761 | 0.0489 | |
SIR | ave | 0.5443 | 0.3781 | −0.3301 | 0.1816 | −0.0944 | 0.1976 | 0.7768 | 0.6849 | −0.4083 | 0.2908 | 0.0441 | −0.0828 |
std | 0.1514 | 0.1414 | 0.0863 | 0.0586 | 0.1257 | 0.2022 | 0.0650 | 0.0808 | 0.1098 | 0.0748 | 0.1059 | 0.0831 | |
DR | ave | 0.6332 | 0.2753 | −0.2968 | 0.0939 | −0.2701 | 0.5422 | 0.7004 | 0.6823 | −0.4512 | 0.1498 | 0.0013 | −0.0151 |
std | 0.1813 | 0.2009 | 0.1003 | 0.0739 | 0.1288 | 0.1567 | 0.1063 | 0.1446 | 0.1688 | 0.0880 | 0.1639 | 0.0945 |