TABLE III.
μ(t): Mean function | Type I error or power (bias) |
α1 | No. of obsc | Empirical results: type I error or power (bias
)
|
|||
---|---|---|---|---|---|---|---|
Nonparametric modeld | Correctly specifiede | Misspecified: Linearf | Misspecified: Cubicg | ||||
Logarithma | Type I error (bias) | 0 | 926 | 0.0535 (0.011) |
0.0555 (0.005) |
0.0615 (0.0161) |
0.0540 (0.009) |
0.5 | 896 | 0.1620 (−0.068) | 0.1595 (−0.054) | 0.2430 (−0.254) | 0.1605 (0.509) | ||
Power (bias) | 1 | 926 | 0.4010 (0.005) | 0.4055 (0.003) | 0.5695 (−0.291) | 0.4015 (1.009) | |
2 | 889 | 0.9465 (−0.008) | 0.9470 (−0.001) | 0.9000 (0.137) | 0.9475 (2.009) | ||
3 | 902 | 0.9980 (−0.007) | 0.9980 (0.001) | 0.9970 (0.124) | 0.9980 (3.010) | ||
Exponentialb | Type I error (bias) | 0 | 916 | 0.0525 (−0.015) | 0.0525 (−0.018) | 0.009 (−0.242) | 0.0525 (−0.032) |
0.5 | 908 | 0.1215 (0.003) | 0.1240 (0.003) | 0.0785 (−0.343) | 0.1205 (0.467) | ||
Power (bias) | 1 | 900 | 0.3540 (−0.002) | 0.3505 (0.001) | 0.3120 (−0.522) | 0.3430 (0.967) | |
2 | 906 | 0.8545 (−0.005) | 0.8535 (−0.008) | 0.7175 (−0.358) | 0.8430 (1.966) | ||
3 | 916 | 0.9990 (−0.015) | 0.9990 (−0.018) | 0.9910 (−0.242) | 0.9990 (2.968) |
True μ(t) = −34.2 + 81.7log(0.3(t + 21.7)).
True μ(t) = 110exp(0.0002×(t − 25)2).
The total number of observations.
μ(t) is estimated by nonparametric linear penalized spline model.
μ(t) is correctly specified.
μ(t) is misspecified as μ(t) = μ0 +μ1t.
μ(t) is misspecified as μ(t) = μ0 + μ1t + μ2t2 + μ3t3.