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 | 0.425 | 0.031 | 0.033 | 0.802 | 0.374 | 0.033 | 0.033 | 0.250 |
 | Working models for Y: | Five covariates with logit link | ||||||
 | Working models for δ: | Five covariates with logit link | ||||||
CE | 0.378 | 0.102 | 0.080 | 0.946 | 0.288 | 0.108 | 0.076 | 0.902 |
PMI | 0.385 | 0.034 | 0.036 | 0.950 | 0.288 | 0.036 | 0.033 | 0.922 |
NNMI MLR (5,0.4,0.4;0.2) | 0.389 | 0.039 | 0.040 | 0.946 | 0.297 | 0.043 | 0.040 | 0.906 |
NNMI MLR (5,0.1,0.7;0.2) | 0.399 | 0.042 | 0.045 | 0.942 | 0.292 | 0.041 | 0.039 | 0.918 |
NNMI MLR (5,0.7,0.1;0.2) | 0.385 | 0.038 | 0.039 | 0.936 | 0.302 | 0.044 | 0.042 | 0.916 |
NNMI CLR (5,0.4,0.4;0.2) | 0.384 | 0.037 | 0.038 | 0.938 | 0.304 | 0.042 | 0.040 | 0.918 |
NNMI CLR (5,0.1,0.7;0.2) | 0.372 | 0.038 | 0.039 | 0.926 | 0.307 | 0.043 | 0.042 | 0.918 |
NNMI CLR (5,0.7,0.1;0.2) | 0.395 | 0.038 | 0.039 | 0.944 | 0.305 | 0.043 | 0.041 | 0.908 |
 | Working models for Y: | Three covariates with logit link | ||||||
 |  | (misspecified scenario 1) | ||||||
 | Working models for δ: | Five covariates with logit link | ||||||
CE | 0.302 | 0.234 | 0.184 | 0.946 | 0.287 | 0.117 | 0.084 | 0.910 |
PMI | 0.495 | 0.039 | 0.042 | 0.258 | 0.288 | 0.032 | 0.031 | 0.932 |
NNMI MLR (5,0.4,0.4;0.2) | 0.436 | 0.051 | 0.053 | 0.852 | 0.295 | 0.042 | 0.040 | 0.914 |
NNMI MLR (5,0.1,0.7;0.2) | 0.431 | 0.052 | 0.054 | 0.878 | 0.293 | 0.041 | 0.040 | 0.932 |
NNMI MLR (5,0.7,0.1;0.2) | 0.433 | 0.050 | 0.053 | 0.858 | 0.296 | 0.042 | 0.041 | 0.924 |
NNMI CLR (5,0.4,0.4;0.2) | 0.440 | 0.047 | 0.049 | 0.806 | 0.297 | 0.040 | 0.039 | 0.924 |
NNMI CLR (5,0.1,0.7;0.2) | 0.429 | 0.046 | 0.048 | 0.852 | 0.299 | 0.042 | 0.039 | 0.926 |
NNMI CLR (5,0.7,0.1;0.2) | 0.441 | 0.050 | 0.051 | 0.806 | 0.297 | 0.041 | 0.040 | 0.920 |
 | Working models for Y: | Five covariates with logit link | ||||||
 | Working models for δ: | Three covariates with logit link | ||||||
 |  | (misspecified scenario 2) | ||||||
CE | 0.386 | 0.050 | 0.048 | 0.960 | 0.286 | 0.043 | 0.040 | 0.894 |
PMI | 0.385 | 0.034 | 0.036 | 0.950 | 0.288 | 0.036 | 0.033 | 0.922 |
NNMI MLR (5,0.4,0.4;0.2) | 0.398 | 0.038 | 0.040 | 0.952 | 0.301 | 0.041 | 0.039 | 0.906 |
NNMI MLR (5,0.1,0.7;0.2) | 0.426 | 0.042 | 0.045 | 0.858 | 0.294 | 0.039 | 0.037 | 0.922 |
NNMI MLR (5,0.7,0.1;0.2) | 0.392 | 0.037 | 0.038 | 0.942 | 0.312 | 0.043 | 0.040 | 0.882 |
NNMI CLR (5,0.4,0.4;0.2) | 0.390 | 0.035 | 0.038 | 0.954 | 0.307 | 0.040 | 0.039 | 0.912 |
NNMI CLR (5,0.1,0.7;0.2) | 0.377 | 0.037 | 0.039 | 0.940 | 0.307 | 0.041 | 0.040 | 0.924 |
NNMI CLR (5,0.7,0.1;0.2) | 0.401 | 0.036 | 0.037 | 0.938 | 0.313 | 0.041 | 0.039 | 0.912 |