Research Article
Hybrid Binary Imperialist Competition Algorithm and Tabu Search Approach for Feature Selection Using Gene Expression Data
Table 7
Classification accuracies and selected genes obtained by HICATS and ICA for gene expression data.
| Datasets | Methods | HICATS | ICA | Acc. (%) | Selected genes | Acc. (%) | Selected genes |
| 9_Tumors | 83.33 | 259 | 76.67 | 282 | 11_Tumors | 97.70 | 287 | 95.98 | 293 | Brain_Tumor 1 | 94.44 | 6 | 91.11 | 8 | Brain_Tumor 2 | 94 | 3 | 92 | 5 | Leukemia 1 | 100 | 3 | 97.50 | 7 | Leukemia 2 | 100 | 5 | 97.32 | 8 | Lung_Cancer | 97.04 | 7 | 95.57 | 12 | SRBCT | 100 | 9 | 100 | 10 | Prostate_Tumor | 98.04 | 5 | 97.06 | 6 | DLBCL | 100 | 3 | 97.50 | 5 |
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