Table 11 Average RMSEs of the MVI methods for the mixed datasets
From: Adaptive multiple imputations of missing values using the class center
Dataset | RMSE | |||||
|---|---|---|---|---|---|---|
Mean/Mode | SVM | KNN | RF | CCMVI | AMICC | |
Abalone | 3.251 | 3.251 | 3.223 | 3.210 | 3.217 | 2.898 |
Acute | 0.229 | 0.144 | 0.066 | 0.158 | 0.081 | 0.049 |
Card | 0.657 | 0.657 | 0.656 | 0.657 | 0.651 | 0.287 |
Contraceptive | 1.084 | 1.082 | 1.044 | 1.029 | 0.996 | 1.026 |
German | 0.548 | 0.539 | 0.546 | 0.548 | 0.531 | 0.403 |
Heart | 0.672 | 0.671 | 0.667 | 0.671 | 0.662 | 0.369 |
Zoo | 1.157 | 1.065 | 0.952 | 0.903 | 0.815 | 0.464 |
Srinagarind | 0.518 | 0.521 | 0.511 | 0.513 | 0.507 | 0.502 |
Average | 1.015 (5) | 0.991 (4) | 0.958 (3) | 0.961 (3) | 0.933 (2) | 0.750 (1) |