Research Article
Ant Colony Optimization-Based Streaming Feature Selection: An Application to the Medical Image Diagnosis
Table 2
Datasets and the number of features selected by the proposed ACO-SU approach compared with the alpha-investing and OSFS.
| S. No. | Dataset | Number of instances | Classes | Number of features | ACO-SU | OSFS | Alpha-investing |
| 1 | Iris | 150 | 3 | 4 | 1 | 2 | 4 | 2 | Liver disorder | 345 | 2 | 6 | 1 | 1 | 2 | 3 | Diabetes | 768 | 2 | 8 | 2 | 4 | 8 | 4 | House-votes | 435 | 2 | 16 | 3 | 3 | 14 | 5 | Labor | 57 | 2 | 16 | 4 | 3 | 6 | 6 | Horse colic | 300 | 2 | 28 | 6 | 3 | 18 | 7 | Lung-cancer | 32 | 3 | 56 | 6 | 3 | 6 | 8 | SPECT | 267 | 2 | 28 | 2 | 2 | 1 | 9 | Clean-musk | 476 | 2 | 169 | 3 | 8 | 34 | 10 | Test-colon | 62 | 3 | 183 | 5 | 2 | 3 | 11 | Leukemia | 72 | 3 | 269 | 8 | 2 | 1 | 12 | Nci9 | 60 | 3 | 106 | 5 | 3 | 1 | 13 | Lymphoma | 96 | 3 | 141 | 5 | 3 | 1 | 14 | Test-lung | 73 | 7 | 326 | 5 | 4 | 1 |
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