Table 3.
Estimator | Sample size |
β
0
|
β
1
|
||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Bias | RMSE | SD | CP (unadj) | CP (adj) | Bias | RMSE | SD | CP (unadj) | CP (adj) | ||
EMEE | 30 | 0.00 | 0.21 | 0.21 | 0.93* | 0.94 | 0.00 | 0.13 | 0.13 | 0.94 | 0.95 |
50 | 0.00 | 0.16 | 0.16 | 0.94 | 0.95 | 0.00 | 0.11 | 0.11 | 0.94 | 0.95 | |
100 | 0.00 | 0.11 | 0.11 | 0.95 | 0.95 | 0.00 | 0.07 | 0.07 | 0.95 | 0.95 | |
ECE | 30 | 0.01 | 0.17 | 0.17 | 0.94 | 0.95 | −0.01 | 0.12 | 0.12 | 0.93* | 0.94 |
50 | 0.00 | 0.13 | 0.13 | 0.94 | 0.95 | 0.00 | 0.09 | 0.09 | 0.94 | 0.95 | |
100 | 0.00 | 0.10 | 0.10 | 0.94 | 0.95 | 0.00 | 0.06 | 0.06 | 0.95 | 0.95 | |
GEE.ind | 30 | 0.01 | 0.17 | 0.17 | 0.94 | 0.95 | −0.01 | 0.12 | 0.12 | 0.93* | 0.94 |
50 | 0.00 | 0.13 | 0.13 | 0.94 | 0.95 | 0.00 | 0.09 | 0.09 | 0.94 | 0.95 | |
100 | 0.00 | 0.10 | 0.10 | 0.94 | 0.94 | 0.00 | 0.06 | 0.06 | 0.94 | 0.95 | |
GEE.exch | 30 | 0.01 | 0.17 | 0.17 | 0.94 | 0.95 | −0.01 | 0.12 | 0.12 | 0.93* | 0.94 |
50 | 0.00 | 0.13 | 0.13 | 0.94 | 0.95 | 0.00 | 0.09 | 0.09 | 0.94 | 0.95 | |
100 | 0.00 | 0.10 | 0.10 | 0.94 | 0.94 | 0.00 | 0.06 | 0.06 | 0.95 | 0.95 |
EMEE: the estimator of the marginal excursion effect proposed in Section 5. ECE: the semiparametric, locally efficient estimator of the conditional effect described in Section 4. GEE.ind: GEE with independent working correlation structure. GEE.exch: GEE with exchangeable working correlation structure. SD: standard deviation. RMSE: root mean squared error. CP: 95% confidence interval coverage probability, before (unadj) and after (adj) small sample correction. Numbers with
indicate when Bias or CP are significantly different, at the 5% level, from 0 or 0.95, respectively. Sample size refers to the number of individuals in each simulated trial.