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. 2022 Mar 9;24(3):386. doi: 10.3390/e24030386

Table A9.

Triple of simulated prediction coverage rates averaged over the five different covariance structures for the linear model and r=10% missing rates. The triple covers the sample sizes (n1;n2;n3)=(100,500,1000) using a significance level of α=0.05.

Coverage Rate for the Linear Model with r = 10% Missings
Imputation Method PIn,empQ PIn,ResVar PIn,weighted
missForest (0.9398;0.9544;0.9542) (0.9538;0.9574;0.9564) (0.9402;0.9370;0.9340)
mice_pmm (0.9376;0.9514;0.9584) (0.9526;0.9548;0.9598) (0.9372;0.9356;0.9388)
mice_norm (0.9390;0.9574;0.9558) (0.9490;0.9590;0.9564) (0.9360;0.9396;0.9372)
mice_rf (0.9390;0.9598;0.9552) (0.9534;0.9628;0.9564) (0.9368;0.9416;0.9360)
gbm (0.9392;0.9550;0.9518) (0.9498;0.9568;0.9536) (0.9370;0.9368;0.9298)
xgboost (0.9356;0.9486;0.9560) (0.9524;0.9504;0.9556) (0.9356;0.9298;0.9358)
Fully observed (0.9370;0.9468;0.9522) (0.9492;0.9522;0.9526) (0.9362;0.9288;0.9312)