Table 1.
CCA |
MI |
EM |
LLMI |
LCMI-2 |
LCMI-3 |
LCMI-4 |
||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
β1 | ASE | β1 | ASE | β1 | ASE | β1 | ASE | β1 | ASE | β1 | ASE | β1 | ASE | |
Pr(Missing=10%) | ||||||||||||||
MCARa | −0.009 | 0.341 | −0.010 | 0.325 | −0.014 | 0.304 | −0.012 | 0.324 | −0.011 | 0.321 | −0.010 | 0.316 | −0.011 | 0.313 |
MAR(Y)b | −0.012 | 0.349 | −0.008 | 0.328 | 0.000 | 0.303 | −0.013 | 0.327 | 0.001 | 0.325 | 0.003 | 0.316 | −0.001 | 0.314 |
MAR(X2)c | −0.013 | 0.342 | −0.008 | 0.326 | −0.021 | 0.305 | −0.011 | 0.325 | −0.007 | 0.321 | −0.003 | 0.316 | 0.000 | 0.312 |
MAR(Y,X2)d | −0.020 | 0.362 | −0.005 | 0.336 | −0.009 | 0.304 | −0.002 | 0.336 | −0.002 | 0.329 | 0.039 | 0.322 | 0.056 | 0.322 |
MNAR(X1)e | −0.003 | 0.344 | −0.003 | 0.325 | −0.004 | 0.300 | −0.004 | 0.324 | −0.009 | 0.320 | −0.009 | 0.312 | −0.008 | 0.312 |
MNAR(X1,X2)f | −0.019 | 0.344 | −0.005 | 0.324 | −0.007 | 0.301 | −0.002 | 0.322 | −0.009 | 0.320 | −0.010 | 0.315 | −0.013 | 0.312 |
MNAR(X1,Y)g | 0.027 | 0.348 | 0.017 | 0.328 | 0.018 | 0.300 | 0.017 | 0.325 | 0.018 | 0.321 | 0.030 | 0.311 | 0.033 | 0.311 |
Pr(Missing=30%) | ||||||||||||||
MCARa | 0.001 | 0.455 | −0.011 | 0.382 | −0.011 | 0.306 | −0.006 | 0.379 | −0.006 | 0.357 | −0.009 | 0.34 | −0.003 | 0.333 |
MAR(Y)b | −0.021 | 0.496 | −0.002 | 0.400 | −0.005 | 0.305 | −0.006 | 0.393 | 0.001 | 0.381 | 0.001 | 0.347 | 0.004 | 0.343 |
MAR(X2)c | 0.002 | 0.473 | 0.002 | 0.394 | 0.011 | 0.307 | −0.009 | 0.391 | 0.002 | 0.374 | 0.006 | 0.355 | 0.009 | 0.348 |
MAR(Y,X2)d | −0.032 | 0.503 | 0.001 | 0.397 | 0.010 | 0.305 | −0.013 | 0.399 | −0.003 | 0.38 | −0.066 | 0.348 | −0.099 | 0.341 |
MNAR(X1)e | −0.027 | 0.474 | −0.021 | 0.379 | −0.037 | 0.295 | −0.007 | 0.375 | −0.023 | 0.363 | −0.015 | 0.334 | −0.024 | 0.332 |
MNAR(X1,X2)f | −0.042 | 0.484 | −0.012 | 0.387 | −0.011 | 0.300 | −0.002 | 0.383 | −0.012 | 0.37 | −0.011 | 0.343 | −0.009 | 0.337 |
MNAR(X1,Y)g | −0.151 | 0.490 | −0.141 | 0.390 | −0.151 | 0.298 | −0.132 | 0.391 | −0.139 | 0.37 | −0.164 | 0.337 | −0.187 | 0.334 |
Pr(Missing=50%) MCARa | ||||||||||||||
MCARa | −0.054 | 0.721 | −0.024 | 0.475 | −0.009 | 0.314 | −0.011 | 0.478 | −0.012 | 0.432 | −0.002 | 0.383 | 0.001 | 0.365 |
MAR(Y)b | −0.032 | 0.812 | 0.005 | 0.490 | 0.020 | 0.311 | 0.005 | 0.500 | 0.013 | 0.451 | −0.003 | 0.390 | −0.006 | 0.373 |
MAR(X2)c | 0.015 | 0.839 | 0.015 | 0.507 | −0.004 | 0.311 | −0.066 | 0.568 | 0.017 | 0.470 | 0.011 | 0.430 | 0.015 | 0.413 |
MAR(Y,X2)d | −0.082 | 0.817 | −0.014 | 0.489 | 0.001 | 0.309 | −0.020 | 0.516 | −0.016 | 0.453 | −0.077 | 0.400 | −0.117 | 0.386 |
MNAR(X1)e | 0.009 | 0.744 | −0.025 | 0.458 | −0.037 | 0.295 | −0.027 | 0.472 | −0.028 | 0.429 | −0.033 | 0.370 | −0.037 | 0.365 |
MNAR(X1,X2)f | −0.035 | 0.800 | −0.001 | 0.480 | −0.008 | 0.303 | −0.005 | 0.488 | 0.014 | 0.436 | −0.001 | 0.379 | −0.006 | 0.371 |
MNAR(X1,Y)g | −0.186 | 0.790 | −0.144 | 0.470 | −0.167 | 0.296 | −0.153 | 0.495 | −0.127 | 0.431 | −0.172 | 0.381 | −0.194 | 0.369 |
missing completely at random.
missing at random conditional on Y.
missing at random conditional on X2.
missing at random conditional on Y,X2.
missing not at random conditional on X1.
missing not at random conditional on X1,X2.
missing not at random conditional on X1,Y.