Research Article
An Improved Feature Selection Based on Effective Range for Classification
Table 4
Classification accuracies (%) of different feature selection methods with C4.5 on 9_Tumors database.
| ā | 10 | 30 | 50 | 70 | 90 | 110 | 130 |
| PCC | 28.33 | 28.33 | 26.67 | 25.00 | 28.33 | 26.67 | 28.33 | Relief-F | 20.00 | 16.67 | 30.00 | 28.33 | 31.67 | 36.67 | 36.67 | IG | 38.33 | 38.33 | 41.67 | 40.00 | 40.00 | 40.00 | 38.33 | MRMR | 38.33 | 38.33 | 40.00 | 36.67 | 38.33 | 40.00 | 40.00 | ERGS | 28.33 | 28.33 | 23.33 | 25.00 | 23.33 | 21.67 | 26.67 | IFSER | 25.00 | 36.67 | 43.33 | 48.33 | 46.67 | 43.33 | 43.33 |
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