Research Article
Hybrid Gradient Descent Grey Wolf Optimizer for Optimal Feature Selection
Table 5
Results of HGDGWO2, BGWO1, and BGWO2 on the Breast Cancer Wisconsin (Diagnostic) dataset.
| | Breast Cancer Wisconsin (Diagnostic) | Average | Maximum | Minimum | BGWO1 | BGWO2 | HGDGWO | BGWO1 | BGWO2 | HGDGWO | BGWO1 | BGWO2 | HGDGWO |
| Accuracy | 0.962068 | 0.938528 | 0.960664 | 1 | 1 | 1 | 0.912281 | 0.877193 | 0.912281 | -measure | 0.969959 | 0.951626 | 0.968818 | 1 | 1 | 1 | 0.929577 | 0.901408 | 0.927536 | Fitness values | 0.088866 | 0.054589 | 0.07379 | 0.111523 | 0.069948 | 0.084128 | 0.068672 | 0.043581 | 0.065521 | Number of features | 11.76 | 2.12 | 7.68 | 17 | 4 | 11 | 7 | 2 | 5 | Precision | 0.964718 | 0.93962 | 0.964245 | 1 | 1 | 1 | 0.916667 | 0.888889 | 0.897436 | Sensitivity | 0.975952 | 0.964746 | 0.974286 | 1 | 1 | 1 | 0.914286 | 0.914286 | 0.888889 |
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