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

Table A18.

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

Prediction Interval Length for the Trigonometric Model with r = 10% Missings
Imputation Method PIn,empQ PIn,ResVar PIn,weighted
missForest (7.514;7.436;7.349) (7.960;7.636;7.501) (7.630;7.213;7.039)
mice_pmm (7.515;7.451;7.373) (7.964;7.654;7.530) (7.635;7.231;7.067)
mice_norm (7.520;7.448;7.372) (7.969;7.654;7.530) (7.640;7.231;7.067)
mice_rf (7.535;7.463;7.386) (7.983;7.668;7.545) (7.653;7.243;7.081)
gbm (7.517;7.438;7.350) (7.965;7.639;7.502) (7.635;7.216;7.041)
xgboost (7.512;7.436;7.347) (7.960;7.638;7.502) (7.631;7.215;7.040)
none (7.488;7.372;7.253) (7.934;7.566;7.397) (7.606;7.146;6.941)