Table 2.
The bias (in percentage of the true value), average standard error (SE), empirical standard deviation (SD) for θ*, AUCx and AAUC estimators under NMAR verification process.
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Estimator | Bias (%) | SE×100 | SD×100 | Coverage (%) | Bias (%) | SE×100 | SD×100 | Coverage (%) | Bias (%) | SE×100 | SD×100 | Coverage (%) | |||
CC | −144.0 | 6.99 | 7.24 | 0.0 | 17.6 | 9.04 | 9.31 | 72.1 | 72.1 | 8.35 | 8.54 | 15.3 | |||
FI1 | −5.9 | 8.94 | 8.96 | 92.8 | 1.8 | 8.98 | 9.13 | 94.4 | 4.2 | 8.69 | 8.88 | 93.9 | |||
MSI1 | −6.2 | 8.98 | 8.96 | 93.1 | 1.6 | 9.10 | 9.18 | 94.7 | 3.6 | 8.79 | 8.97 | 93.6 | |||
IPW1 | −2.7 | 10.11 | 10.21 | 93.6 | −0.2 | 11.61 | 12.01 | 93.9 | −0.0 | 11.13 | 11.39 | 93.9 |
AUC(0,0) = 0.6092 | AUC(1, 0.5) = 0.8737 | AAUC = 0.7582 | ||||||||||
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Estimator | Bias (%) | SE×100 | SD×100 | Coverage (%) | Bias (%) | SE×100 | SD×100 | Coverage (%) | Bias (%) | SE×100 | SD×100 | Coverage (%) |
CC | −25.9 | 2.76 | 2.86 | 0.0 | −4.0 | 1.64 | 1.71 | 38.8 | −10.0 | 1.59 | 1.65 | 0.5 |
FI1 | −1.1 | 3.44 | 3.46 | 92.8 | 0.0 | 1.26 | 1.31 | 94.6 | −1.2 | 2.85 | 2.87 | 91.8 |
MSI1 | −1.2 | 3.46 | 3.56 | 93.1 | −0.1 | 1.29 | 1.34 | 94.3 | −1.2 | 2.67 | 2.86 | 91.4 |
IPW1 | −0.6 | 3.88 | 3.93 | 93.6 | −0.3 | 1.60 | 1.68 | 94.1 | −1.2 | 2.86 | 2.94 | 92.0 |