Research Article
A Feature Selection Algorithm Integrating Maximum Classification Information and Minimum Interaction Feature Dependency Information
Table 2
The difference between NDCRFS and the comparison algorithms.
| No. | MIM | IG-RFE | IWFS | CMIM | DWFS | CIFE |
| 1 | 0.667 | 0.818 | 0.333 | 0.333 | 0.429 | 0.176 | 2 | 0.935 | 0.935 | 0.765 | 0.765 | 0.818 | 0.765 | 3 | 0.538 | 0.579 | 0.5 | 0.463 | 0.5 | 0.5 | 4 | 0.818 | 0.818 | 0.333 | 0.333 | 0.25 | 0.25 | 5 | 0.017 | 0.017 | 0.017 | 0.0 | 0.132 | 0.0 | 6 | 0.0 | 0.017 | 0.017 | 0.0 | 0.034 | 0.091 | 7 | 0.579 | 0.622 | 0.053 | 0.224 | 0.017 | 0.034 | 8 | 0.429 | 0.5 | 0.224 | 0.395 | 0.25 | 0.091 | 9 | 0.034 | 0.017 | 0.017 | 0.017 | 0.091 | 0.017 | 10 | 0.091 | 0.017 | 0.818 | 0.0 | 0.765 | 0.0 | 11 | 0.132 | 0.132 | 0.034 | 0.132 | 0.071 | 0.071 | 12 | 0.017 | 0.2 | 0.017 | 0.0 | 0.071 | 0.0 | Average | 0.355 | 0.389 | 0.261 | 0.222 | 0.286 | 0.166 |
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