Table 8.
The comparative analysis of the accuracy value for the wPCA-FastICA based metaheuristic methods.
| Using wPCA-FastICA based Metaheuristic FS methods | ||||||
|---|---|---|---|---|---|---|
| Dataset | bGSA | bGWO | bHGSO | bBCS | bSSA | bEHGSO |
| Mushroom | 92.56 | 90.89 | 96.90 | 94.45 | 95.23 | 98.67 |
| Mol-Bio | 96.65 | 96.34 | 96.78 | 97.65 | 96.98 | 98.45 |
| Soybean | 94.12 | 93.78 | 95.32 | 95.34 | 93.12 | 97.98 |
| KRKPA7 | 78.91 | 76.49 | 83.67 | 82.93 | 83.23 | 84.12 |
| BC-DS | 96.78 | 95.90 | 98.93 | 97.45 | 97.34 | 99.40 |
| Statlog-IS | 93.76 | 93.54 | 95.32 | 94.45 | 94.98 | 96.76 |
| Lymphography | 97.78 | 97.56 | 97.56 | 96.90 | 97.19 | 99.36 |
| Average | 92.94 | 92.07 | 94.93 | 94.17 | 94.01 | 96.39 |
Bold values represent the best result.