Table 6 The total number of missing rate on the mixed datasets
From: Adaptive multiple imputations of missing values using the class center
Datasets | Missing rate | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
10% | 20% | 30% | 40% | 50% | ||||||
c\(^*\) | i\(^*\) | c | i | c | i | c | i | c | i | |
Abalone (7,1) | 30,038 | 3,338 | 26,701 | 6,675 | 23,363 | 10,013 | 20,026 | 13,350 | 16,688 | 16,688 |
Acute (1,5) | 648 | 72 | 576 | 144 | 504 | 216 | 432 | 288 | 360 | 360 |
Card (6,9) | 9,315 | 1,035 | 8,280 | 2,070 | 7,245 | 3,105 | 6,210 | 4,140 | 5,175 | 5,175 |
Contraceptive (2,7) | 11,931 | 1,326 | 10,606 | 2,651 | 9,280 | 3,977 | 7,954 | 5,303 | 6,629 | 6,629 |
German (7,13) | 18,000 | 2,000 | 16,000 | 4,000 | 14,000 | 6,000 | 12,000 | 8,000 | 10,000 | 10,000 |
Heart (5,8) | 3,545 | 394 | 3,151 | 788 | 2,757 | 1,182 | 2,363 | 1,576 | 1,970 | 1,970 |
Zoo (1,15) | 1,454 | 162 | 1,293 | 323 | 1,131 | 485 | 970 | 646 | 808 | 808 |
Srinagarind (6,2) | 24,962 | 2,774 | 22,189 | 5,547 | 19,415 | 8,321 | 16,642 | 11,094 | 13,868 | 13,868 |