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Table 2 Leave-one-out mse (sd) for different models for the 10 imputed and the reduction data sets

From: A neural network analysis of Lifeways cross-generation imputed data

Imputation method Prediction rule mse Mse sd \(R^2\)
Neural network
 PCA 2.3271 0.0854 22.23
 MICE and PMM 2.1106 0.1181 29.46
 MICE and NORM 2.2938 0.0965 23.34
 Reduction method 2.1662 1.0207 27.60
Linear model
 PCA 2.7083 0.0467 9.50
 MICE and PMM 2.5674 0.0980 14.20
 MICE and NORM 2.6367 0.0780 11.88
 Reduction method 2.3033 0.9625 23.02
  1. \(R^2\) is the percentage of variation explained