Table 14 Average execution time of the MVI methods
From: Adaptive multiple imputations of missing values using the class center
Dataset type | execution time (second) | |||||
|---|---|---|---|---|---|---|
Mean/Mode | SVM | KNN | RF | CCMVI | AMICC | |
Numerical dataset | 3.520 | 33.271 | 4.123 | 32.296 | 18.299 | 8.319 |
Categorical dataset | 23.212 | 45.004 | 26.394 | 35.875 | 37.627 | 34.944 |
Mixed dataset | 2.105 | 10.144 | 2.198 | 11.262 | 10.012 | 5.912 |
Average | 9.612 (1) | 29.473 (6) | 10.905 (2) | 26.478 (5) | 21.979 (4) | 16.392 (3) |