Table 5.
The classification performance of the Co-ABC algorithm with comparison to mRMR-ABC algorithm and ABC-SVM algorithm for Leukemia1 cancer dataset.
| Number of genes | Classification accuracy |
||||||||
|---|---|---|---|---|---|---|---|---|---|
| Co-ABC |
mRMR-ABC |
ABC-SVM |
|||||||
| Best | Mean | Worst | Best | Mean | Worst | Best | Mean | Worst | |
| 2 | 97.22% | 97.22% | 97.22% | 91.66% | 89.63% | 81.94% | 87.5% | 86.45% | 81.94% |
| 3 | 100% | 99.58% | 98.61% | 93.05% | 90.37% | 83.33% | 88.88% | 89.82% | 83.33% |
| 4 | 100% | 100% | 100% | 94.44% | 91.29% | 86.11% | 88.8% | 91.15% | 83.33% |
| 14 | 100% | 100% | 100% | 100% | 95.83% | 93.05% | 93.05% | 92.51% | 88.88% |