Research Article
An Ant Colony Optimization Based Feature Selection for Web Page Classification
Table 11
Comparison of the proposed method with well-known feature selection methods.
| Datasets | No. of selected features | 10 | 100 | 500 | IG | Chi | ACO | IG | Chi | ACO | IG | Chi | ACO |
| Faculty | 0.89 | 0.93 | 0.96 | 0.90 | 0.91 | 0.92 | 0.90 | 0.90 | 0.35 | Course | 0.91 | 0.88 | 0.96 | 0.36 | 0.36 | 0.90 | 0.90 | 0.91 | 0.90 | Student | 0.80 | 0.79 | 0.94 | 0.42 | 0.42 | 0.82 | 0.34 | 0.34 | 0.35 | Project | 0.83 | 0.90 | 0.95 | 0.39 | 0.39 | 0.92 | 0.35 | 0.35 | 0.91 | Conference | 0.93 | 0.57 | 0.92 | 0.94 | 0.94 | 0.94 | 0.93 | 0.93 | 0.93 |
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