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.