From: Classification of breast cancer recurrence based on imputed data: a simulation study
Missing data % | Imputation Method | Accuracy under (%) MAR | Accuracy under (%) MCAR | ||||
---|---|---|---|---|---|---|---|
LDA | QDA | BLR | LDA | QDA | BLR | ||
15% | SMEAN | 70.14 | 69.12 | 70.42 | 71.10 | 68.20 | 71.00 |
HD | 68.72 | 67.77 | 69.70 | 69.70 | 68.20 | 70.10 | |
KNN | 68.25 | 68.25 | 69.55 | 67.50 | 67.50 | 70.00 | |
PMM | 68.70 | 68.25 | 69.30 | 71.10 | 68.70 | 70.00 | |
MICE | 68.28 | 67.30 | 69.12 | 68.20 | 67.70 | 70.10 | |
EMB | 65.33 | 65.33 | 69.84 | 71.60 | 69.70 | 69.60 | |
30% | SMEAN | 70.10 | 68.20 | 71.40 | 72.90 | 72.00 | 70.80 |
HD | 68.20 | 67.20 | 68.80 | 69.80 | 67.40 | 69.70 | |
KNN | 67.80 | 67.80 | 70.80 | 70.60 | 69.70 | 70.30 | |
PMM | 70.80 | 67.90 | 70.40 | 71.10 | 68.70 | 69.30 | |
MICE | 70.70 | 70.70 | 64.80 | 71.60 | 72.50 | 69.70 | |
EMB | 68.20 | 66.40 | 71.10 | 69.70 | 68.20 | 69.40 | |
45% | SMEAN | 73.50 | 73.90 | 73.40 | 73.90 | 72.00 | 72.40 |
HD | 69.19 | 68.25 | 70.56 | 69.10 | 68.10 | 69.80 | |
KNN | 72.00 | 72.90 | 72.20 | 69.70 | 69.70 | 70.70 | |
PMM | 66.80 | 69.20 | 70.30 | 70.60 | 70.10 | 70.60 | |
MICE | 68.20 | 67.80 | 69.30 | 69.20 | 65.90 | 70.30 | |
EMB | 67.30 | 65.90 | 69.30 | 68.70 | 69.20 | 68.70 | |
60% | SMEAN | 70.10 | 70.10 | 72.30 | 72.00 | 69.70 | 71.70 |
HD | 68.20 | 67.20 | 68.80 | 67.30 | 67.80 | 69.10 | |
KNN | 68.20 | 68.70 | 69.60 | 65.90 | 63.50 | 68.90 | |
PMM | 68.20 | 66.40 | 69.80 | 64.90 | 66.40 | 68.50 | |
MICE | 68.70 | 65.40 | 69.40 | 67.80 | 68.70 | 69.10 | |
EMB | 67.80 | 68.20 | 68.80 | 66.50 | 67.50 | 68.30 |