From: Adaptive multiple imputations of missing values using the class center
Dataset | Accuracy (%) | |||||
---|---|---|---|---|---|---|
Mean/Mode | SVM | KNN | RF | CCMVI | AMICC | |
Abalone | 17.950 | 17.968 | 18.957 | 19.060 | 20.074 | 30.384 |
Acute | 93.900 | 96.800 | 98.867 | 96.933 | 98.850 | 99.389 |
Card | 56.814 | 56.832 | 56.919 | 56.748 | 57.675 | 91.681 |
Contraceptive | 52.986 | 53.101 | 55.458 | 56.451 | 59.589 | 59.249 |
German | 69.958 | 70.994 | 70.176 | 69.988 | 71.774 | 83.707 |
Heart | 54.851 | 54.970 | 55.492 | 54.990 | 56.198 | 86.359 |
Zoo | 84.475 | 85.545 | 86.614 | 88.139 | 89.980 | 89.901 |
Srinagarind | 73.416 | 73.174 | 74.002 | 73.735 | 74.420 | 81.094 |
Average | 63.044 (6) | 63.673 (5) | 64.561 (3) | 64.506 (4) | 66.070 (2) | 77.721 (1) |