Table 1.
Empirical coverage probability of 95% joint and pointwise confidence bands using FUI and 95% pointwise confidence bands using FAMM from 200 simulations. Response is Gaussian and the true fixed effects functions are S1. The pointwise confidence band is constructed as mean±2sd and the joint is mean ±q0.975 ×sd. The baseline setting is I = 50, J = 5, L = 50, SNRB = 0.5, SNRϵ =1. All other parameters are fixed at their baseline values when one sample size parameter is changed.
Method | Type | Number of subjects (l) | |||
---|---|---|---|---|---|
50 | 100 | 200 | 400 | ||
FUI | Coverage (Joint) | 0.93 | 0.96 | 0.94 | 0.95 |
Coverage (Pointwise) | 0.94 | 0.95 | 0.94 | 0.95 | |
FAMM | Coverage | 0.96 | 0.96 | 0.96 | 0.94 |
Method | Type | Mean number of visits per subject (J) | |||
5 | 10 | 20 | 40 | ||
FUI | Coverage (Joint) | 0.93 | 0.95 | 0.97 | 0.96 |
Coverage (Pointwise) | 0.94 | 0.95 | 0.95 | 0.95 | |
FAMM | Coverage | 0.96 | 0.96 | 0.96 | 0.96 |
Method | Type | Dimension of the functional domain (L) | |||
50 | 100 | 200 | 400 | ||
FUI | Coverage (Joint) | 0.93 | 0.94 | 0.94 | 0.94 |
Coverage (Pointwise) | 0.94 | 0.94 | 0.95 | 0.95 | |
FAMM | Coverage | 0.96 | 0.96 | 0.96 | 0.96 |