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. Author manuscript; available in PMC: 2016 Feb 5.
Published in final edited form as: Psychol Aging. 2015 Sep 21;30(4):911–929. doi: 10.1037/pag0000046

Table 9.

MSE Ratios, N =500, Simulation B

Listwise
Log
CART
RF
MI
30% 50% 30% 50% 30% 50% 30% 50% 30% 50%
X¯2
 Linear 1.359 3.478   .933   .832 1.038   .960 1.066 1.624 .877 .576
 One split 3.044 3.713 1.341   .943 1.021 1.042 4.923 2.183 .664 .668
 Two splits   .979   .931   .847   .986   .968   .996 1.424 2.738 .638 .585
 Three splits 3.344 2.837   .811   .685 1.035   .945 1.160 1.237 .686 .543
Y¯2
 Linear 1.565 5.940   .884   .569 1.047   .766 1.057 1.257 .883 .385
 One split 6.089 8.160 1.685   .829   .963   .885 4.340 1.909 .533 .489
 Two splits 1.044 1.500   .610   .662   .873   .967 1.590 2.708 .524 .450
 Three splits 6.295 8.569   .713   .629 1.035   .882 1.238 1.994 .629 .522
σX22
 Linear   .860   .694   .901 1.084 1.063 1.112 1.046 1.696 .810 .645
 One split   .666   .887 1.357 1.101 1.044 1.039 3.392 1.607 .551 .760
 Two splits   .933   .711 1.002   .999 1.186 1.070 1.682 1.963 .754 .519
 Three splits   .704   .736   .805   .910 1.199 1.096 1.301 1.204 .628 .697
σY22
 Linear   .981 1.069   .985 1.241 1.066 1.101   .961 1.410 .736 .748
 One split 1.155   .984 3.386 1.400   .966   .911 1.357 1.171 .458 .575
 Two splits 1.831 1.544 1.843 1.419 1.056   .918 1.482 1.029 .571 .449
 Three splits   .978   .655   .820   .905 1.005   .997 1.048 1.212 .518 .469
σX2,Y2
 Linear   .884   .921   .933 1.221 1.045 1.207 1.078 1.718 .747 .656
 One split   .889   .892 2.484 1.223 1.031   .925 2.488 1.187 .489 .564
 Two splits 1.534 1.372 1.496 1.263 1.082   .946 1.375 1.470 .638 .454
 Three splits   .860   .782   .738   .929 1.046 1.070 1.015 1.236 .553 .523

Note. MSE ratios computed over MSEPrune. MSE = mean squared error; Log = logistic regression; CART = classification and regression trees; RF = random forests; MI = multiple imputation.