Imputation method | \(\beta\)(SE) | MSE | RMSE | MAD | Deviance | AIC | ||||
---|---|---|---|---|---|---|---|---|---|---|
Intercept | Age | Sex | BMI | Time | ||||||
Complete cases | 73.253 (1.813) | 0.525 (0.027) | -4.428 (0.769) | 0.920 (0.061) | -0.958 (0.117) | 0.855 | 0.925 | 0.692 | 54066.32 | 54068.99 |
Interpolation LOCF | 74.850 (0.980) | 0.581 (0.014) | -3.982 (0.451) | 0.843 (0.034) | -1.272 (0.061) | 0.851 | 0.923 | 0.666 | 173646.4 | 173643.1 |
Interpolation global | 74.144 (1.018) | 0.581 (0.015) | -4.147 (0.479) | 0.870 (0.035) | -1.303 (0.069) | 0.856 | 0.925 | 0.637 | 180542.2 | 180539.8 |
Interpolation local | 73.784 (1.057) | 0.580 (0.015) | -4.075 (0.494) | 0.893 (0.036) | -1.335 (0.075) | 0.861 | 0.928 | 0.620 | 185290.3 | 185288.4 |
Interpolation bisector | 74.20 (1.021) | 0.581 (0.015) | -4.111 (0.480) | 0.870 (0.035) | -1.315 (0.070) | 0.856 | 0.925 | 0.634 | 180942.4 | 180940 |
copyMean.LOCF | 75.411 (0.974) | 0.582 (0.014) | -3.964 (0.451) | 0.827 (0.034) | -1.299 (0.061) | 0.851 | 0.923 | 0.667 | 173696.2 | 173693 |
copyMean.global | 74.655 (1.019) | 0.583 (0.015) | -4.139 (0.479) | 0.858 (0.035) | -1.318 (0.069) | 0.856 | 0.925 | 0.639 | 180,559.1 | 180,556.6 |
copyMean.local | 74.548 (1.057) | 0.578 (0.015) | -4.057 (0.493) | 0.881 (0.036) | -1.406 (0.075) | 0.861 | 0.928 | 0.621 | 185334.4 | 185332.5 |
copyMean.bisector | 74.748 (1.022) | 0.582 (0.015) | -4.104 (0.480) | 0.859 (0.035) | -1.342 (0.070) | 0.857 | 0.925 | 0.636 | 180985.1 | 180982.7 |
LOCF | 75.168 (0.963) | 0.580 (0.014) | -3.888 (0.450) | 0.829 (0.033) | -1.274 (0.062) | 0.851 | 0.923 | 0.667 | 174341.2 | 174338 |
NOCB | 74.192 (0.993) | 0.581 (0.014) | -4.103 (0.456) | 0.872 (0.034) | -1.281 (0.062) | 0.852 | 0.923 | 0.672 | 174379 | 174375.9 |
Traj mean | 74.688 (0.977) | 0.575 (0.014) | -4.105 (0.448) | 0.876 (0.033) | -1.376 (0.059) | 0.852 | 0.923 | 0.670 | 170,867.3 | 170863.8 |
Traj median | 74.849 (0.976) | 0.577 (0.014) | -4.141 (0.447) | 0.867 (0.033) | -1.380 (0.059) | 0.849 | 0.921 | 0.629 | 171163.8 | 171160.3 |
Traj hot deck | 77.092 (0.978) | 0.583 (0.014) | -3.828 (0.454) | 0.767 (0.033) | -1.360 (0.062) | 0.849 | 0.922 | 0.633 | 174543.7 | 174540.5 |
Cross mean | 77.646 (0.858) | 0.432 (0.011) | -3.145 (0.361) | 0.974 (0.029) | -1.203 (0.060) | 0.852 | 0.923 | 0.677 | 176339.4 | 176334.8 |
Cross median | 76.462 (0.858) | 0.438 (0.011) | -3.022 (0.361) | 0.971 (0.029) | -1.116 (0.060) | 0.869 | 0.932 | 0.692 | 176435.9 | 176431.3 |
Cross hot deck | 86.703 (0.855) | 0.453 (0.012) | -2.492 (0.386) | 0.599 (0.027) | -1.220 (0.071) | 0.869 | 0.932 | 0.684 | 185,241.9 | 185,238.1 |
FCS-LMM | 74.898 (0.783) | 0.586 (0.011) | -3.875 (0.372) | 0.799 (0.026) | -1.075 (0.065) | 0.882 | 0.939 | 0.690 | 180754.4 | 180750 |
FCS-LMM-het | 74.898 (0.783) | 0.586 (0.011) | -3.875 (0.372) | 0.799 (0.026) | -1.075 (0.065) | 0.875 | 0.936 | 0.692 | 180754.4 | 180750 |
FCS-GLMM | 73.635 (0.950) | 0.577 (0.013) | -4.049 (0.434) | 0.864 (0.033) | -1.014 (0.062) | 0.875 | 0.936 | 0.692 | 176091.8 | 176088.5 |
FCS-LMM-LN | 74.565 (0.924) | 0.579 (0.013) | -3.880 (0.439) | 0.825 (0.031) | -1.010 (0.063) | 0.856 | 0.925 | 0.70 | 176,335.7 | 176,332.3 |
FCS-LMM-LN-het | 84.718 (0.767) | 0.615 (0.014) | -2.947 (0.448) | 0.360 (0.018) | -0.899 (0.064) | 0.856 | 0.925 | 0.691 | 177101.9 | 177097.4 |
JointAI | 77.798 (1.120) | 0.579 (0.013) | -4.035 (0.437) | 0.855 (0.033) | -1.005 (0.063) | 0.856 | 0.925 | 0.70 | 176190.7 | 176187.4 |
hmi | 73.052 (0.954) | 0.575 (0.013) | -4.140 (0.438) | 0.892 (0.033) | -1.014 (0.063) | 0.855 | 0.925 | 0.699 | 176055.4 | 176052.1 |
JM-SMC | 73.771 (0.953) | 0.578 (0.013) | -4.053 (0.437) | 0.858 (0.033) | -1.023 (0.063) | 0.856 | 0.925 | 0.699 | 176103.3 | 176100 |
JM-SMC-het | 73.656 (0.953) | 0.578 (0.013) | -4.085 (0.437) | 0.861 (0.033) | -1.009 (0.063) | 0.856 | 0.925 | 0.70 | 176120 | 176116.8 |
JM-MLMM | 73.778 (0.949) | 0.582 (0.013) | -4.135 (0.435) | 0.880 (0.033) | -1.250 (0.062) | 0.856 | 0.925 | 0.699 | 175978.9 | 175975.6 |
JM-FJ | 73.810 (0.950) | 0.581 (0.013) | -4.159 (0.436) | 0.881 (0.033) | -1.254 (0.062) | 0.856 | 0.925 | 0.699 | 175991.3 | 175988 |