Research Article
Hybrid Binary Imperialist Competition Algorithm and Tabu Search Approach for Feature Selection Using Gene Expression Data
Table 5
The computational results obtained by our proposed algorithm HICATS for 10 independent runs on Leukemia 1, Leukemia 2, and DLBCL datasets.
| Runs | Leukemia 1 | Leukemia 2 | DLBCL | Acc. (%) | Selected genes | Acc. (%) | Selected genes | Acc. (%) | Selected genes |
| 1 | 100 | 3 | 100 | 8 | 100 | 4 | 2 | 100 | 3 | 100 | 10 | 100 | 3 | 3 | 100 | 3 | 100 | 6 | 100 | 5 | 4 | 100 | 3 | 100 | 6 | 100 | 3 | 5 | 100 | 3 | 100 | 7 | 100 | 4 | 6 | 100 | 3 | 100 | 8 | 100 | 3 | 7 | 100 | 3 | 100 | 5 | 100 | 4 | 8 | 100 | 3 | 100 | 7 | 100 | 5 | 9 | 100 | 3 | 100 | 5 | 100 | 6 | 10 | 100 | 3 | 100 | 6 | 100 | 4 |
| Ave. SD | 100 0 | 3 0 | 100 0 | 6.80 1.55 | 100 0 | 4.10 0.99 |
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