Table 2 Areas under ROC curves from logistic regression based on each imputation methods with MAR and MCAR assumptions and 15, 30, 45, 60% of missing data
From: Classification of breast cancer recurrence based on imputed data: a simulation study
Method | Areas under ROC for MAR | Areas under ROC for MCAR | ||||||
|---|---|---|---|---|---|---|---|---|
15% | 30% | 45% | 60% | 15% | 30% | 45% | 60% | |
SMEAN | 0.6015 | 0.6064 | 0.6064 | 0.5962 | 0.6090 | 0.6044 | 0.6153 | 0.6011 |
HD | 0.5914 | 0.6096 | 0.5730 | 0.6334 | 0.6110 | 0.6097 | 0.5955 | 0.5913 |
KNN | 0.6081 | 0.6041 | 0.5921 | 0.6041 | 0.6083 | 0.6071 | 0.6328 | 0.6428 |
PMM | 0.6134 | 0.6418 | 0.6343 | 0.6164 | 0.6157 | 0.6062 | 0.6374 | 0.6093 |
MICE | 0.6065 | 0.6275 | 0.6245 | 0.6060 | 0.6057 | 0.6165 | 0.6249 | 0.6229 |
EMB | 0.6014 | 0.6357 | 0.5993 | 0.5733 | 0.6000 | 0.6027 | 0.6318 | 0.6099 |