Table 4 The total number of missing rate on the numerical 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 | |
Blood | 6,059 | 673 | 5,386 | 1,346 | 4,712 | 2,020 | 4,039 | 2,693 | 3,366 | 3,366 |
Ecoli | 2,117 | 235 | 1,882 | 470 | 1,646 | 706 | 1,411 | 941 | 1,176 | 1,176 |
Glass | 1,733 | 193 | 1,541 | 385 | 1,348 | 578 | 1,156 | 770 | 963 | 963 |
Ionosphere | 10,741 | 1,193 | 9,547 | 2,387 | 8,354 | 3,580 | 7,160 | 4,774 | 5,967 | 5,967 |
Iris | 540 | 60 | 480 | 120 | 420 | 180 | 360 | 240 | 300 | 300 |
Liver cancer | 5,247 | 583 | 4,664 | 1,166 | 4,081 | 1,749 | 3,498 | 2,332 | 2,915 | 2,915 |
Optdigits | 323,712 | 35,968 | 287,744 | 71,936 | 251,776 | 107,904 | 215,808 | 143,872 | 179,840 | 179,840 |
Pima | 5,530 | 614 | 4,915 | 1,229 | 4,301 | 1,843 | 3,686 | 2,458 | 3,072 | 3,072 |
Sonar | 11,232 | 1,248 | 9,984 | 2,496 | 8,736 | 3,744 | 7,488 | 4,992 | 6,240 | 6,240 |
Wine | 2,083 | 231 | 1,851 | 463 | 1,620 | 694 | 1,388 | 926 | 1,157 | 1,157 |
Yeast | 10,685 | 1,187 | 9,498 | 2,374 | 8,310 | 3,562 | 7,123 | 4,749 | 5,936 | 5,936 |
Column 2C | 1,674 | 186 | 1,488 | 372 | 1,302 | 558 | 1,116 | 744 | 930 | 930 |
Column 3C | 1,674 | 186 | 1,488 | 372 | 1,302 | 558 | 1,116 | 744 | 930 | 930 |