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

Table A11.

Triple of simulated prediction coverage rates averaged over the five different covariance structures for the linear model and r=30% 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 = 30% Missings
Imputation Method PIn,empQ PIn,ResVar PIn,weighted
missForest (0.9454;0.9624;0.9684) (0.9570;0.9636;0.9700) (0.9468;0.9482;0.9506)
mice_pmm (0.9478;0.9586;0.9648) (0.9570;0.9628;0.9660) (0.9444;0.9460;0.9478)
mice_norm (0.9460;0.9634;0.9654) (0.9552;0.9672;0.9648) (0.9448;0.9514;0.9490)
mice_rf (0.9430;0.9646;0.9666) (0.9588;0.9674;0.9674) (0.9474;0.9508;0.9506)
gbm (0.9482;0.9562;0.9622) (0.9602;0.9568;0.9634) (0.9472;0.9406;0.9440)
xgboost (0.9460;0.9642;0.9698) (0.9568;0.9662;0.9720) (0.9476;0.9508;0.9542)