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. 2020 Oct 29;11:5467. doi: 10.1038/s41467-020-19270-2

Table 3.

Simulation results for scenario 2 where a binary variable X1 has missing values.

N = 250 N = 500 N = 1000
Type K Method Bias SD rMSE Com Bias SD rMSE Com Bias SD rMSE Com
1 CD 0.013 0.348 0.349 0.0 0.004 0.239 0.239 0.0 0.004 0.166 0.166 0.0
CC 0.402 0.491 0.635 0.0 0.408 0.347 0.535 0.0 0.407 0.239 0.472 0.0
U 5 iMI 0.077 0.444 0.451 0.0 0.046 0.324 0.327 0.0 0.023 0.227 0.229 0.0
avgmMI 0.052 0.585 0.587 2.0 0.059 0.441 0.445 2.0 0.056 0.293 0.298 2.0
cslMI 0.014 0.472 0.472 3.0 0.005 0.332 0.332 3.0 0.004 0.226 0.226 3.0
siMI 0.014 0.468 0.468 10.7 0.005 0.331 0.331 10.2 0.003 0.232 0.232 9.7
10 iMI 0.180 0.404 0.442 0.0 0.105 0.309 0.326 0.0 0.051 0.222 0.228 0.0
avgmMI 0.115 0.624 0.635 2.0 0.128 0.502 0.518 2.0 0.119 0.333 0.354 2.0
cslMI 0.014 0.470 0.470 3.0 0.005 0.331 0.331 3.0 0.003 0.230 0.231 3.0
siMI 0.014 0.469 0.469 10.7 0.005 0.329 0.329 10.2 0.003 0.229 0.229 9.7
E 5 iMI 0.056 0.447 0.451 0.0 0.037 0.324 0.327 0.0 0.019 0.229 0.230 0.0
avgmMI 0.108 0.524 0.535 2.0 0.047 0.348 0.351 2.0 0.022 0.233 0.234 2.0
cslMI 0.016 0.533 0.533 3.0 0.005 0.344 0.344 3.0 0.004 0.233 0.233 3.0
siMI 0.014 0.469 0.469 10.7 0.004 0.330 0.330 10.2 0.002 0.229 0.229 9.7
10 iMI 0.169 0.413 0.446 0.0 0.081 0.319 0.329 0.0 0.041 0.226 0.230 0.0
avgmMI 0.226 0.653 0.691 2.0 0.125 0.386 0.406 2.0 0.054 0.241 0.247 2.0
cslMI 0.030 0.792 0.793 3.0 0.007 0.446 0.446 3.0 0.003 0.259 0.259 3.0
siMI 0.015 0.467 0.467 10.7 0.004 0.330 0.330 10.2 0.003 0.228 0.228 9.7

Reported are Bias, average bias; SD, Monte Carlo standard deviation; rMSE, root mean squared error; Com, number of communications. N is the total number of samples. See Table 1 for local sample sizes. Results are based on 1000 Monte Carlo datasets.