From: AVC: Selecting discriminative features on basis of AUC by maximizing variable complementarity
Classifier | Algorithm | Data sets | Â | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
 |  | COL | LYM | ALL | CNS | LEK | CAR | BR5 | CLL | MLL | LIM | OVA | GLI | BRC |
NB | AVC | 10 | 40 | 12 | 34 | 39 | 21 | 72 | 12 | 9 | 18 | 17 | 22 | 3 |
 | FAST | 12 | 25 | 6 | 6 | 4 | 33 | 63 | 58 | 28 | 32 | 78 | 12 | 7 |
 | ARCO | 78 | 39 | 25 | 42 | 3 | 84 | 68 | 4 | 47 | 98 | 4 | 69 | 83 |
 | ReliefF | 6 | 32 | 8 | 8 | 37 | 41 | 82 | 86 | 22 | 76 | 66 | 18 | 7 |
SVM | AVC | 7 | 39 | 93 | 5 | 4 | 78 | 72 | 34 | 99 | 62 | 42 | 10 | 3 |
 | FAST | 52 | 83 | 89 | 84 | 4 | 99 | 79 | 96 | 91 | 98 | 98 | 39 | 79 |
 | ARCO | 35 | 100 | 30 | 42 | 5 | 92 | 52 | 86 | 76 | 74 | 56 | 72 | 19 |
 | ReliefF | 23 | 87 | 33 | 34 | 97 | 81 | 57 | 91 | 55 | 66 | 23 | 13 | 19 |
1-NN | AVC | 64 | 85 | 29 | 14 | 4 | 80 | 72 | 8 | 27 | 52 | 11 | 18 | 16 |
 | FAST | 26 | 82 | 100 | 28 | 4 | 99 | 62 | 98 | 36 | 99 | 98 | 50 | 6 |
 | ARCO | 28 | 79 | 77 | 66 | 5 | 83 | 55 | 40 | 48 | 63 | 92 | 98 | 99 |
 | ReliefF | 95 | 80 | 15 | 41 | 70 | 99 | 97 | 64 | 60 | 77 | 26 | 72 | 31 |
C4.5 | AVC | 27 | 46 | 7 | 53 | 3 | 57 | 65 | 44 | 1 | 13 | 14 | 24 | 3 |
 | FAST | 9 | 20 | 26 | 47 | 3 | 69 | 23 | 26 | 4 | 18 | 89 | 28 | 4 |
 | ARCO | 15 | 34 | 72 | 18 | 3 | 76 | 93 | 23 | 1 | 75 | 17 | 55 | 17 |
 | ReliefF | 21 | 66 | 40 | 3 | 19 | 45 | 30 | 40 | 29 | 81 | 34 | 31 | 3 |