Table 4.
t = 1 | t = 2 | t = 3 | t = 4 | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
|
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Orig | B | 1 | −6 | 3 | −13 | 5 | −15 | −12 | −4 | |||
SD | 52 | 119 | 104 | 232 | 187 | 444 | 354 | 863 | ||||
SE | 52 | 116 | 104 | 231 | 186 | 426 | 340 | 824 | ||||
CI | 93.8 | 94.2 | 95.0 | 94.2 | 95.4 | 94.8 | 94.0 | 94.9 | ||||
|
MAE | 0.83 | B | 9 | −19 | 11 | −22 | 15 | −20 | 1 | 36 | |
RMISE | 0.94 | SD | 48 | 112 | 101 | 224 | 179 | 417 | 326 | 772 | ||
BRK | 0.31 | CI | 96.3 | 94.8 | 95.0 | 95.2 | 96.6 | 95.5 | 95.5 | 96.9 | ||
Adapted estimators from curve
monotonization |
||||||||||||
AI-{x} | MAE | 0.92 | B | 10 | −10 | 14 | −14 | 27 | −7 | 44 | 49 | |
RMISE | 0.99 | SD | 49 | 116 | 102 | 230 | 184 | 438 | 352 | 847 | ||
BRK | 0.94 | CI | 96.2 | 94.7 | 95.2 | 94.8 | 96.5 | 94.8 | 95.2 | 95.5 | ||
LY | MAE | 0.92 | B | 9 | −12 | 11 | −17 | 19 | −14 | 18 | 32 | |
RMISE | 0.97 | SD | 49 | 115 | 101 | 228 | 183 | 434 | 344 | 834 | ||
BRK | 0.94 | CI | 96.3 | 94.8 | 95.5 | 94.8 | 96.3 | 95.0 | 94.8 | 95.9 | ||
RA | MAE | 5.75 | B | −29 | −329 | −5 | −73 | −16 | −86 | −64 | −147 | |
RMISE | 4.05 | SD | 607 | 4819 | 109 | 356 | 197 | 479 | 349 | 799 | ||
BRK | 1.96 | CI | 95.0 | 86.9 | 93.5 | 89.2 | 93.3 | 91.8 | 92.8 | 94.9 | ||
RA, limited | MAE | 0.87 | B | 2 | −7 | 3 | −14 | 2 | −17 | −25 | −34 | |
RMISE | 0.96 | SD | 49 | 116 | 102 | 230 | 183 | 431 | 337 | 776 | ||
BRK | 1.93 | CI | 95.5 | 94.5 | 95.4 | 94.4 | 95.7 | 95.4 | 94.9 | 96.3 |
Orig: the original estimator; : the proposed adaptive interpolation estimator with ; AI-{x}: the adaptive interpolation method with taking the singleton of a given covariate; LY: the Lin–Ying method; RA: the rearrangement method; RA, limited: the rearrangement limited to interval [0, 5].
MAE: maximum absolute error over [0, 4]; RMISE: root mean integrated squared error over [0, 4]; BRK: number of knots or breakpoints. All are average measures, reported as relative to the original estimator. B: Empirical bias (×1000); SD: Empirical standard deviation (×1000); SE: Average standard error (×1000); CI: Empirical coverage (%) of 95% Wald confidence interval.
Two columns under each t value correspond to the estimated intercept and slope.