Table 2.
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 | 0.738 | 0.378 | 0.730 | 0.361 | 0.725 | 0.337 | 0.726 | 0.359 | 0.727 | 0.355 | 0.691 | 0.350 | 0.680 | 0.348 |
MAR(Y)b | 0.729 | 0.386 | 0.726 | 0.363 | 0.722 | 0.334 | 0.724 | 0.362 | 0.720 | 0.357 | 0.690 | 0.353 | 0.685 | 0.349 |
MAR(X2)c | 0.747 | 0.379 | 0.733 | 0.363 | 0.71 | 0.335 | 0.722 | 0.361 | 0.732 | 0.357 | 0.704 | 0.356 | 0.699 | 0.356 |
MAR(Y,X2)d | 0.731 | 0.402 | 0.730 | 0.368 | 0.739 | 0.335 | 0.717 | 0.369 | 0.717 | 0.362 | 0.720 | 0.353 | 0.738 | 0.351 |
MNAR(X1)e | 0.727 | 0.382 | 0.735 | 0.359 | 0.728 | 0.331 | 0.725 | 0.360 | 0.726 | 0.354 | 0.700 | 0.346 | 0.691 | 0.345 |
MNAR(X1,X2)f | 0.745 | 0.383 | 0.730 | 0.361 | 0.728 | 0.333 | 0.721 | 0.358 | 0.725 | 0.355 | 0.690 | 0.350 | 0.680 | 0.349 |
MNAR(X1,Y)g | 0.755 | 0.388 | 0.755 | 0.362 | 0.745 | 0.331 | 0.749 | 0.359 | 0.742 | 0.355 | 0.726 | 0.349 | 0.727 | 0.349 |
Pr(Missing=30%) | ||||||||||||||
MCARa | 0.775 | 0.512 | 0.741 | 0.422 | 0.733 | 0.338 | 0.716 | 0.423 | 0.724 | 0.400 | 0.654 | 0.376 | 0.639 | 0.371 |
MAR(Y)b | 0.766 | 0.553 | 0.744 | 0.433 | 0.741 | 0.336 | 0.721 | 0.434 | 0.716 | 0.414 | 0.66 | 0.384 | 0.665 | 0.380 |
MAR(X2)c | 0.789 | 0.528 | 0.734 | 0.439 | 0.705 | 0.333 | 0.681 | 0.454 | 0.718 | 0.42 | 0.657 | 0.409 | 0.649 | 0.398 |
MAR(Y,X2)d | 0.789 | 0.566 | 0.720 | 0.443 | 0.707 | 0.331 | 0.687 | 0.448 | 0.695 | 0.425 | 0.575 | 0.393 | 0.550 | 0.386 |
MNAR(X1)e | 0.788 | 0.543 | 0.740 | 0.421 | 0.715 | 0.324 | 0.721 | 0.432 | 0.712 | 0.402 | 0.646 | 0.370 | 0.645 | 0.367 |
MNAR(X1,X2)f | 0.743 | 0.538 | 0.722 | 0.421 | 0.708 | 0.328 | 0.696 | 0.427 | 0.709 | 0.407 | 0.659 | 0.374 | 0.648 | 0.368 |
MNAR(X1,Y)g | 0.645 | 0.557 | 0.605 | 0.428 | 0.586 | 0.320 | 0.557 | 0.432 | 0.589 | 0.409 | 0.502 | 0.376 | 0.483 | 0.376 |
Pr(Missing=50%) | ||||||||||||||
MCARa | 0.852 | 0.804 | 0.755 | 0.518 | 0.762 | 0.346 | 0.675 | 0.541 | 0.728 | 0.468 | 0.639 | 0.430 | 0.635 | 0.414 |
MAR(Y)b | 0.888 | 0.928 | 0.770 | 0.538 | 0.765 | 0.342 | 0.699 | 0.572 | 0.717 | 0.486 | 0.632 | 0.430 | 0.657 | 0.413 |
MAR(X2)c | 0.866 | 0.926 | 0.757 | 0.579 | 0.682 | 0.335 | 0.644 | 0.678 | 0.718 | 0.544 | 0.639 | 0.503 | 0.633 | 0.489 |
MAR(Y,X2)d | 0.860 | 0.924 | 0.725 | 0.538 | 0.750 | 0.334 | 0.658 | 0.598 | 0.701 | 0.499 | 0.556 | 0.454 | 0.541 | 0.435 |
MNAR(X1)e | 0.906 | 0.912 | 0.759 | 0.521 | 0.760 | 0.323 | 0.694 | 0.543 | 0.711 | 0.468 | 0.646 | 0.410 | 0.640 | 0.407 |
MNAR(X1,X2)f | 0.799 | 0.879 | 0.736 | 0.519 | 0.728 | 0.330 | 0.684 | 0.566 | 0.708 | 0.476 | 0.641 | 0.421 | 0.641 | 0.415 |
MNAR(X1,Y)g | 0.697 | 0.940 | 0.583 | 0.541 | 0.562 | 0.318 | 0.529 | 0.589 | 0.576 | 0.486 | 0.488 | 0.421 | 0.476 | 0.418 |
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.