Research Article
A Feature Selection Algorithm Integrating Maximum Classification Information and Minimum Interaction Feature Dependency Information
Table 4
Average classification accuracy (%) of C4.5 classifier.
| Data set | NDCRFS | MIM | IG-RFE | IWFS | CMIM | DWFS | CIFE |
| Lymphography | 43.935 | 41.893 | 41.473 | 41.347 | 42.322 | 43.002 | 42.322 | Dermatology | 95.021 | 94.434 | 94.149 | 94.187 | 95.021 | 93.337 | 94.727 | Cardiotocography | 98.401 | 98.401 | 98.401 | 98.401 | 98.401 | 98.401 | 98.401 | Pendigits | 94.569 | 94.343 | 94.196 | 93.782 | 93.768 | 94.222 | 93.675 | Lung | 87.774 | 79.918 | 85.113 | 75.964 | 83.842 | 84.157 | 77.236 | Carcinom | 70.604 | 54.586 | 25.79 | 48.292 | 56.822 | 53.999 | 24.3 | Nci9 | 69.929 | 61.012 | 65.095 | 60.667 | 71.083 | 57.929 | 60.226 | PCMAC | 87.906 | 86.464 | 86.515 | 82.502 | 85.897 | 86.669 | 80.805 | Pixraw10P | 99.0 | 97.0 | 96.0 | 92.0 | 95.0 | 92.0 | 95.0 | SMK-CAN-187 | 64.125 | 62.006 | 61.494 | 63.656 | 62.077 | 65.747 | 57.852 | Lymphoma | 87.75 | 79.75 | 80.0 | 69.528 | 82.806 | 69.417 | 86.917 | COIL20 | 79.876 | 67.614 | 72.762 | 63.186 | 62.895 | 70.629 | 58.295 | Average accuracy rate | 81.574 | 76.452 | 75.082 | 73.626 | 77.495 | 75.792 | 72.48 | Wins/Ties/Losses | 11/1/0 | 11/1/0 | 11/1/0 | 10/1/1 | 10/1/1 | 11/1/0 |
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