Research Article
A Clustering-Guided Integer Brain Storm Optimizer for Feature Selection in High-Dimensional Data
Table 4
AC values obtained by IBSO-C and the four comparison algorithms.
| | Datasets | Full set | ReliefF | BPSO | SaPSO | BBSO | IBSO-C |
| | GFE01 | 87.47 (+) | 88.40/0.6874 (+) | 92.43/0.2287 (=) | 93.97/0.1383 (−) | 93.67/0.3680 (−) | 92.77/0.2890 | | Yale_64 | 64.86 (+) | 68.78/0.4922 (+) | 73.98/0.7333 (+) | 76.68/0.5462 (=) | 76.82/0.58 (=) | 76.97/0.4098 | | Colon | 72.37 (+) | 83.9/1.2789 (+) | 89.83/0.3609 (+) | 90.34/0.7689 (+) | 89.95/0.93 (+) | 95.48/1.7664 | | SRBCT | 83.14 (+) | 96.71/1.1386 (=) | 96.65/0.3035 (=) | 100.00/0 (−) | 94.80/0.932C0 (+) | 96.98/0.6721 | | WrapAR10P | 52.69 (+) | 76.19/1.3078 (+) | 60.59/0.4882 (+) | 80.71/2.7222 (+) | 78.46/2.2646 (+) | 83.84/1.8540 | | leukemia_small | 95.44 (+) | 100.00/0 (=) | 100.00/0 (=) | 100.00/0 (=) | 99.3050/0.4654 (=) | 100.00/0 | | DBWorld | 56.67 (+) | 58.60/1.0255 (+) | 88.83/2.0069 (+) | 90.81/0.6859 (+) | 93.75/0.78 (+) | 96.25/0.008 | | CNS | 55.29 (+) | 65.07/4.2603 (+) | 76.62/1.7303 (+) | 78.32/0.9889 (+) | 81.67/1.76 (+) | 91.667/26.05 |
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