Research Article
A Feature Selection Method of the Island Algorithm Based on Gaussian Mutation
Table 8
Experimental results of classification accuracy on different categories.
| Category | Average classification accuracy | Average number of features | N-BPSO | IAMFS | All features | N-BPSO | IAMFS | All features |
| Aircraft | 0.6058 | 0.7758 | 0.5640 | 189 | 162 | 256 | Dogs | 0.7058 | 0.7842 | 0.5435 | 171 | 174 | 256 | Bird | 0.7163 | 0.7864 | 0.5547 | 180 | 167 | 256 | Bottle | 0.6642 | 0.7679 | 0.5942 | 183 | 170 | 256 | Bonsai | 0.6440 | 0.7060 | 0.6138 | 187 | 172 | 256 |
|
|