Table 12 Average hit rates of the MVI methods for the categorical datasets
From: Adaptive multiple imputations of missing values using the class center
Dataset | Hit rate (%) | |||||
|---|---|---|---|---|---|---|
Mode | SVM | KNN | RF | CCMVI | AMICC | |
Balance scale | 30.406 | 30.749 | 30.179 | 31.514 | 33.587 | 39.360 |
Breast cancer | 33.671 | 33.645 | 34.109 | 34.163 | 34.272 | 33.705 |
Lymphography | 47.568 | 48.095 | 46.432 | 46.203 | 49.608 | 53.333 |
Promoters | 41.321 | 41.358 | 42.660 | 41.604 | 46.528 | 48.365 |
Spect | 79.341 | 79.094 | 78.142 | 79.401 | 76.360 | 72.709 |
Tic tac toe | 57.296 | 58.050 | 58.177 | 57.850 | 57.382 | 56.451 |
Average | 48.267 (6) | 48.499 (3) | 48.283 (5) | 48.456 (4) | 49.623 (2) | 50.654 (1) |