Dataset | F-score (%) | ||||||
---|---|---|---|---|---|---|---|
Baseline SVM | S-MVML-LA | GMEB | WJMI | IGIS | IWFS | Proposed | |
Iris | 66.16 | 74.23 (4) | 94.98 (2) | NA | 88.30 (3) | NA | 95.60 (1) |
Cancer | 94.50 | 96.28 (3) | 95.19 (5) | 100 (1) | 93.96 (6) | 100 (1) | 96.02 (4) |
Ionosphere | 40.81 | 68.14 (4) | 82.37 (2) | NA | 74.53 (3) | NA | 83.97 (1) |
Wine | 18.98 | 82.74 (4) | 95.54 (2) | NA | 93.57 (3) | NA | 98.31 (1) |
Pid | 40.81 | 39.37 (4) | 72.18 (2) | NA | 71.7 (3) | NA | 72.57 (1) |
Wdbc | 82.99 | 88.34 (4) | 94.42 (3) | NA | 95.51 (2) | NA | 96.73 (1) |
Musk | 83.11 | 84.91 (4) | 80.21 (5) | 85.85 (3) | 82.34 (6) | 87.06 (2) | 87.86 (1) |
Dermatology-6 | 48.56 | 82.95 (6) | 96.33 (2) | 87.51 (4) | 89.41 (3) | 86.2 (5) | 97.90 (1) |
FuelCons | 46.05 | 54.73 (6) | 67.21 (4) | 77.49 (1) | 66.68 (5) | 76.92 (2) | 72.51 (3) |
Movement_libras | 33.58 | 41.08 (6) | 79.76 (3) | 67.99 (5) | 81.80 (1) | 80.71 (2) | 76.23 (4) |
Sonar | 80.38 | 78.81 (4) | 85.85 (1) | 77.77 (5) | 75.28 (6) | 82.61 (3) | 85.76 (2) |
SPECTF | 44.16 | 44.17 (5) | 44.17 (5) | 62.39 (3) | 44.26 (4) | 67.39 (2) | 66.36 (1) |
Mnist | 91.01 | 76.94 (3) | 90.25 (2) | 70.28 (5) | NA | 75.85 (4) | 91.62 (1) |
Colon | 82.13 | 82.14 (4) | 65.95 (5) | 96.18 (2) | NA | 98.1 (1) | 82.72 (3) |
Caltch101 | 52.13 | 48.59 (1) | 45.26 (3) | 22.27 (5) | NA | 17.75 (4) | 48.43 (2) |
DLBCL77 | 77.27 | 42.78 (5) | 80.48 (4) | 100 (1) | NA | 100 (1) | 96.73 (3) |
Kddcup-rootkit-imap-vs-back | 49.75 | 69.21 (3) | 98.87 (1) | NA | NA | NA | 96.65 (2) |
Kddcup-buffer-overflow-vs-back | 49.66 | 79.13 (3) | 100 (1) | NA | NA | NA | 100 (1) |
Kddcup-guess-passwd-vs-satan | 99.06 | 85.12 (3) | 98.27 (2) | NA | NA | NA | 100 (1) |
Kddcup-land-vs-satan | 78.03 | 86.04 (3) | 100 (1) | NA | NA | NA | 100 (1) |
Cleveland | 14.01 | 13.93 (3) | 23.89 (2) | NA | NA | NA | 29.51 (1) |
Average rank | Â | 3.88 | 2.78 | 3.27 | 3.66 | 2.68 | 1.76 |