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

Table A20.

Triple of simulated prediction interval lengths averaged over the five different covariance structures for the trigonometric 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.

Prediction Interval Length for the Trigonometric Model with r = 30% Missings
Imputation Method PIn,empQ PIn,ResVar PIn,weighted
missForest (7.581;7.557;7.503) (8.036;7.769;7.676) (7.703;7.338;7.204)
mice_pmm (7.577;7.572;7.526) (8.036;7.787;7.710) (7.704;7.357;7.237)
mice_norm (7.578;7.567;7.524) (8.036;7.784;7.707) (7.704;7.355;7.236)
mice_rf (7.597;7.593;7.548) (8.061;7.809;7.730) (7.728;7.378;7.256)
gbm (7.577;7.552;7.495) (8.035;7.764;7.667) (7.702;7.334;7.196)
xgboost (7.595;7.561;7.508) (8.047;7.774;7.679) (7.714;7.344;7.207)