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

Table A10.

Triple of simulated prediction coverage rates averaged over the five different covariance structures for the linear model and r=20% 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 = 20% Missings
Imputation Method PIn,empQ PIn,ResVar PIn,weighted
missForest (0.9450;0.9598;0.9634) (0.9566;0.9634;0.9646) (0.9438;0.9434;0.9430)
mice_pmm (0.9468;0.9586;0.9618) (0.9596;0.9614;0.9622) (0.9450;0.9448;0.9410)
mice_norm (0.9440;0.9626;0.9604) (0.9562;0.9646;0.9616) (0.9436;0.9516;0.9472)
mice_rf (0.9470;0.9628;0.9628) (0.9606;0.9664;0.9644) (0.9480;0.9474;0.9452)
gbm (0.9418;0.9570;0.9566) (0.9574;0.9598;0.9582) (0.9440;0.9414;0.9372)
xgboost (0.9440;0.9514;0.9598) (0.9534;0.9546;0.9604) (0.9412;0.9384;0.9392)