Table 5 The total number of missing rate on the categorical 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 | |
Balance scale | 2,250 | 250 | 2,000 | 500 | 1,750 | 750 | 1,500 | 1,000 | 1,250 | 1,250 |
Breast cancer | 5,662 | 629 | 5,033 | 1,258 | 4,404 | 1,887 | 3,775 | 2,516 | 3,146 | 3,146 |
Lymphography | 1,066 | 118 | 947 | 237 | 829 | 355 | 710 | 474 | 592 | 592 |
Promoters | 5,438 | 604 | 4,834 | 1,208 | 4,229 | 1,813 | 3,625 | 2,417 | 3,021 | 3,021 |
Spect | 5,287 | 587 | 4,699 | 1,175 | 4,112 | 1,762 | 3,524 | 2,350 | 2,937 | 2,937 |
Tic tac toe | 7,760 | 862 | 6,898 | 1,724 | 6,035 | 2,587 | 5,173 | 3,449 | 4,311 | 4,311 |