Research Article
Hybrid Gradient Descent Grey Wolf Optimizer for Optimal Feature Selection
Table 7
Results of HGDGWO2, BGWO1, and BGWO2 on the Statlog (Heart) dataset.
| | Statlog (Heart) | Average | Maximum | Minimum | BGWO1 | BGWO2 | HGDGWO | BGWO1 | BGWO2 | HGDGWO | BGWO1 | BGWO2 | HGDGWO |
| Accuracy | 0.777778 | 0.781481 | 0.797778 | 0.925926 | 0.962963 | 0.962963 | 0.62963 | 0.555556 | 0.555556 | -measure | 0.805833 | 0.79969 | 0.820237 | 0.928571 | 0.967742 | 0.967742 | 0.6875 | 0.6 | 0.6 | Fitness values | 0.20767 | 0.168917 | 0.177561 | 0.287179 | 0.204558 | 0.197721 | 0.149288 | 0.149288 | 0.156695 | Number of features | 5.34 | 3.74 | 4.18 | 9 | 5 | 6 | 3 | 3 | 3 | Precision | 0.790494 | 0.817161 | 0.820225 | 1 | 1 | 1 | 0.608696 | 0.6 | 0.6 | Sensitivity | 0.833333 | 0.794667 | 0.833333 | 1 | 1 | 1 | 0.6 | 0.6 | 0.6 |
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