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. 2021 Oct 13;7(10):e30824. doi: 10.2196/30824

Table 4.

P values from the Wilcoxon signed-rank test for mean imputation.

Missing rate MLPa RFb MICEc EMd KNNe SQMI-R
5% .86 <.001 .005 <.001 .463 <.001
10% .12 <.001 <.001 <.001 .668 <.001
20% .07 <.001 .375 <.001 .013 <.001
30% .001 <.001 <.001 <.001 <.001 <.001
40% .06 <.001 .252 <.001 <.001 <.001
50% .06 <.001 <.001 <.001 <.001 <.001

aMLP: multilayer perceptron.

bRF: random forest.

cMICE: multiple imputations by chained equations.

dEM: expectation-maximization.

eKNN: k-nearest neighbor.