Research Article
A Mixed Feature Selection Method Considering Interaction
Table 3
Number and accuracy (%) of features selected with different algorithms (C4.5).
| Number | Unselect | INTERACT | NRS | NMI | NIWFS | Acc. | | Acc. | | Acc. | | Acc. | | Acc. | |
| 1 | 63.9 | 279 | 62.6* | 22 | 66.6* | 28 | 65.0* | 15 | 69.2 | 19 | 2 | 78.0 | 25 | 78.5 | 8 | 79.0 | 14 | 80.5 | 12 | 81.0 | 7 | 3 | 70.8 | 20 | 74.6* | 13 | 74.5* | 5 | 72.9* | 13 | 75.4 | 5 | 4 | 76.6 | 13 | 79.2* | 10 | 80.2* | 4 | 81.2 | 5 | 81.8 | 3 | 5 | 50.0 | 56 | 65.6* | 6 | 75.0 | 3 | 75.0 | 2 | 75.0 | 2 | 6 | 69.7 | 90 | 64.4* | 18 | 67.5 | 28 | 65.6* | 28 | 67.8 | 19 | 7 | 100.0 | 22 | 100 | 5 | 100.0 | 5 | 100.0 | 4 | 100.0 | 6 | 8 | 71.2 | 60 | 76.9 | 12 | 73.1* | 18 | 76.4* | 20 | 77.9 | 16 | 9 | 92.4 | 35 | 84.3* | 12 | 91.1 | 19 | 90.6 | 20 | 91.5 | 17 | 10 | 91.5 | 60 | 79.5* | 16 | 91.3 | 11 | 92.0 | 17 | 92.8 | 12 |
| Avg. | 76.4 | 66 | 76.5 | 12.2 | 79.8 | 13.5 | 79.9 | 13.6 | 81.2 | 10.6 |
| WTL | | | 0/3/7 | | 0/6/4 | | 0/6/4 | | | |
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