Skip to main content

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