Table 13 Average hit rates of the MVI methods for the mixed datasets
From: Adaptive multiple imputations of missing values using the class center
Dataset | Hit rate (%) | |||||
|---|---|---|---|---|---|---|
Mean/Mode | SVM | KNN | RF | CCMVI | AMICC | |
Abalone | 0.199 | 0.192 | 0.300 | 0.296 | 0.387 | 0.100 |
Acute | 46.250 | 47.067 | 48.433 | 48.317 | 48.667 | 48.556 |
Card | 2.339 | 2.362 | 1.835 | 1.733 | 2.467 | 41.768 |
Contraceptive | 6.955 | 6.974 | 8.045 | 8.087 | 9.946 | 13.732 |
German | 0.180 | 1.026 | 0.224 | 0.000 | 1.774 | 22.320 |
Heart | 53.195 | 53.274 | 54.125 | 54.185 | 54.257 | 50.253 |
Zoo | 18.871 | 18.832 | 18.911 | 19.683 | 19.802 | 19.802 |
Srinagarind | 73.187 | 72.918 | 73.612 | 73.606 | 73.604 | 73.797 |
Average | 25.147 (6) | 25.331 (5) | 25.686 (4) | 26.738 (3) | 26.363 (2) | 33.791 (1) |