Research Article
Gene Selection via a New Hybrid Ant Colony Optimization Algorithm for Cancer Classification in High-Dimensional Data
Table 9
Rank of our method comparatively to the existing methods according to the average accuracy.
| | Dataset | Method | | MWIS-ACO-LS | RBPSO-1NN | FBPSO-SVM | FRBPSO | HICATS | EPSO | IBPSO | | Our proposed method |
| | 11_Tumors | 1 | — | — | — | 2 | 3 | 4 | | 9_Tumors | 1 | 3 | 2 | — | 4 | 6 | 5 | | Brain_Tumor1 | 1 | 3 | 2 | 7 | 4 | 6 | 5 | | Brain_Tumor2 | 2 | 3 | 1 | 7 | 4 | 5 | 6 | | Leukemia1 | 1 | 3 | 1 | 2 | 1 | 1 | 1 | | Leukemia2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | | Lung_Cancer | 1 | — | — | — | 2 | 4 | 3 | | SRBCT | 1 | 1 | 1 | 3 | 1 | 2 | 1 | | Prostate_Tumor | 2 | 3 | 1 | 7 | 6 | 5 | 4 | | DLBCL | 1 | 1 | 1 | 2 | 1 | 1 | 1 |
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