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. Author manuscript; available in PMC: 2017 Mar 1.
Published in final edited form as: Ann Appl Stat. 2016 Mar 25;10(1):418–450. doi: 10.1214/15-AOAS899

Table B3.

Simulation results for the setting described in Section 4.1 with p = 50 and pairwise correlation 0.2

Approx.% left after
listwise deletion
L1 L2 MSPE TP TN MCC
MCAR 50% LDLS 2.742 (0.087) 0.796 (0.036) 1.721 (0.039) 4.87 (0.166) 37.83 (0.206) 0.512 (0.016)
MILS 1.403 (0.036) 0.234 (0.01) 1.205 (0.015) 7.43 (0.102) 38.22 (0.135) 0.726 (0.011)
LD lasso cv 2.408 (0.07) 0.405 (0.015) 1.332 (0.021) 8.17 (0.13) 27.39 (0.626) 0.426 (0.012)
MIRLnoSS 2.333 (0.034) 0.293 (0.009) 1.239 (0.016) 9.6 (0.053) 9.5 (0.282) 0.197 (0.008)
MIRL 1.424 (0.031) 0.253 (0.01) 1.208 (0.016) 6.83 (0.105) 39.29 (0.13) 0.75 (0.01)
25% LDLS 5.946 (0.624) 6.475 (1.443) 6.637 (1.181) 0.875 (0.215) 38.286 (0.507) 0.175 (0.042)
MILS 1.428 (0.037) 0.245 (0.011) 1.218 (0.017) 7.16 (0.104) 38.36 (0.133) 0.714 (0.011)
LD lasso cv 3.539 (0.186) 0.985 (0.082) 1.799 (0.066) 5.38 (0.261) 30.56 (0.845) 0.307 (0.017)
MIRLnoSS 2.366 (0.034) 0.299 (0.009) 1.238 (0.015) 9.59 (0.057) 9.01 (0.263) 0.188 (0.008)
MIRL 1.458 (0.03) 0.266 (0.01) 1.223 (0.016) 6.59 (0.114) 39.34 (0.109) 0.734 (0.01)
MAR 50% LDLS 4.179 (0.238) 2.021 (0.32) 2.837 (0.258) 2.152 (0.171) 38.152 (0.239) 0.28 (0.019)
MILS 2.203 (0.07) 0.446 (0.019) 1.424 (0.021) 7.14 (0.119) 35.49 (0.267) 0.581 (0.015)
LD lasso cv 2.879 (0.091) 0.632 (0.031) 1.536 (0.028) 6.85 (0.213) 29.41 (0.677) 0.381 (0.015)
MIRLnoSS 2.799 (0.041) 0.411 (0.012) 1.37 (0.016) 9.7 (0.05) 8.16 (0.269) 0.184 (0.008)
MIRL 1.891 (0.043) 0.382 (0.013) 1.35 (0.017) 6.67 (0.144) 37.24 (0.351) 0.642 (0.013)
25% LDLS 5.303 (1.752) 9.472 (8.068) 10.149 (7.689) 0 (0) 40 (0) NaN (NA)
MILS 2.087 (0.057) 0.428 (0.017) 1.366 (0.019) 6.89 (0.117) 36.28 (0.206) 0.591 (0.013)
LD lasso cv 3.63 (0.113) 1.085 (0.044) 1.916 (0.041) 4.05 (0.263) 32.29 (0.737) 0.259 (0.016)
MIRLnoSS 2.781 (0.04) 0.409 (0.012) 1.34 (0.016) 9.71 (0.054) 7.85 (0.333) 0.178 (0.009)
MIRL 1.893 (0.041) 0.384 (0.013) 1.321 (0.016) 6.59 (0.133) 37.28 (0.344) 0.635 (0.013)