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.