From: A nonparametric multiple imputation approach for missing categorical data
 | Pr(Y=1)=0.386 | Pr(Y=2)=0.288 | ||||||
---|---|---|---|---|---|---|---|---|
Method | Est | SD | SE | CR | Est | SD | SE | CR |
FO | 0.386 | 0.023 | 0.024 | 0.960 | 0.286 | 0.023 | 0.023 | 0.934 |
CC | 0.439 | 0.034 | 0.035 | 0.674 | 0.340 | 0.034 | 0.033 | 0.670 |
 | Working models for Y: | Five covariates with logit link | ||||||
 | Working models for δ: | Five covariates with logit link | ||||||
CE | 0.388 | 0.036 | 0.036 | 0.948 | 0.286 | 0.038 | 0.036 | 0.924 |
PMI | 0.387 | 0.030 | 0.032 | 0.954 | 0.287 | 0.034 | 0.032 | 0.930 |
NNMI MLR (5,0.4,0.4;0.2) | 0.387 | 0.032 | 0.033 | 0.952 | 0.288 | 0.036 | 0.033 | 0.936 |
NNMI MLR (5,0.1,0.7;0.2) | 0.389 | 0.033 | 0.034 | 0.956 | 0.288 | 0.035 | 0.033 | 0.930 |
NNMI MLR (5,0.7,0.1;0.2) | 0.386 | 0.032 | 0.033 | 0.956 | 0.290 | 0.036 | 0.034 | 0.926 |
NNMI CLR (5,0.4,0.4;0.2) | 0.385 | 0.032 | 0.033 | 0.948 | 0.294 | 0.036 | 0.034 | 0.916 |
NNMI CLR (5,0.1,0.7;0.2) | 0.381 | 0.032 | 0.033 | 0.944 | 0.295 | 0.037 | 0.034 | 0.928 |
NNMI CLR (5,0.7,0.1;0.2) | 0.390 | 0.032 | 0.033 | 0.950 | 0.294 | 0.037 | 0.034 | 0.936 |
 | Working models for Y: | Three covariates with logit link | ||||||
 |  | (misspecified scenario 1) | ||||||
 | Working models for δ: | Five covariates with logit link | ||||||
CE | 0.311 | 0.057 | 0.057 | 0.760 | 0.288 | 0.041 | 0.041 | 0.932 |
PMI | 0.464 | 0.037 | 0.038 | 0.454 | 0.285 | 0.032 | 0.031 | 0.922 |
NNMI MLR (5,0.4,0.4;0.2) | 0.410 | 0.036 | 0.039 | 0.932 | 0.290 | 0.035 | 0.033 | 0.926 |
NNMI MLR (5,0.1,0.7;0.2) | 0.407 | 0.036 | 0.039 | 0.940 | 0.290 | 0.035 | 0.033 | 0.932 |
NNMI MLR (5,0.7,0.1;0.2) | 0.408 | 0.035 | 0.039 | 0.930 | 0.291 | 0.035 | 0.033 | 0.928 |
NNMI CLR (5,0.4,0.4;0.2) | 0.415 | 0.036 | 0.038 | 0.896 | 0.292 | 0.034 | 0.033 | 0.940 |
NNMI CLR (5,0.1,0.7;0.2) | 0.412 | 0.036 | 0.039 | 0.916 | 0.292 | 0.035 | 0.033 | 0.934 |
NNMI CLR (5,0.7,0.1;0.2) | 0.413 | 0.035 | 0.039 | 0.926 | 0.291 | 0.035 | 0.034 | 0.954 |
 | Working models for Y: | Five covariates with logit link | ||||||
 | Working models for δ: | Three covariates with logit link | ||||||
 |  | (misspecified scenario 2) | ||||||
CE | 0.389 | 0.032 | 0.033 | 0.954 | 0.285 | 0.033 | 0.032 | 0.942 |
PMI | 0.387 | 0.030 | 0.032 | 0.954 | 0.287 | 0.034 | 0.032 | 0.930 |
NNMI MLR (5,0.4,0.4;0.2) | 0.393 | 0.032 | 0.033 | 0.962 | 0.292 | 0.035 | 0.033 | 0.936 |
NNMI MLR (5,0.1,0.7;0.2) | 0.402 | 0.034 | 0.035 | 0.936 | 0.289 | 0.035 | 0.033 | 0.926 |
NNMI MLR (5,0.7,0.1;0.2) | 0.389 | 0.031 | 0.033 | 0.960 | 0.297 | 0.036 | 0.034 | 0.936 |
NNMI CLR (5,0.4,0.4;0.2) | 0.387 | 0.031 | 0.032 | 0.958 | 0.298 | 0.035 | 0.033 | 0.936 |
NNMI CLR (5,0.1,0.7;0.2) | 0.382 | 0.031 | 0.033 | 0.956 | 0.298 | 0.035 | 0.034 | 0.940 |
NNMI CLR (5,0.7,0.1;0.2) | 0.392 | 0.031 | 0.033 | 0.954 | 0.302 | 0.035 | 0.034 | 0.920 |