Research Article
Neighborhood Rough Set Reduction-Based Gene Selection and Prioritization for Gene Expression Profile Analysis and Molecular Cancer Classification
Table 3
The comparison with the ClaNC method in classification accuracy.
| | Method | | | | | | | | | | | | | Number of genes selected per subclass: (all: ) | | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
| | ClaNC | ALL(6) | 86.00 | 95.00 | 97.00 | 99.00 | 98.00 | 99.00 | 99.00 | 99.00 | 99.00 | 98.00 | | Breast(2) | 50.00 | 40.91 | 45.45 | 45.45 | 40.91 | 40.91 | 40.91 | 40.91 | 40.91 | 40.91 | | Colon(2) | 65.00 | 65.00 | 65.00 | 70.00 | 70.00 | 75.00 | 75.00 | 75.00 | 75.00 | 75.00 | | Prostate(2) | 73.53 | 85.29 | 79.41 | 76.47 | 76.47 | 79.41 | 79.41 | 76.47 | 76.47 | 79.41 |
| | Method | Number of all genes selected | | 1 | 2 | 3 | 4 | 6 | 8 | 12 | 18 | 24 | 30 |
| | HBFSNRS | ALL | 41.00 | 71.00 | 73.00 | 82.00 | 87.00 | 94.00 | 94.00 | 96.00 | 96.00 | 97.00 | | Breast | 100.00 | 95.45 | 86.36 | 86.36 | 86.36 | 90.91 | 86.36 | 77.27 | 86.36 | 86.36 | | Colon | 80.00 | 70.00 | 80.00 | 70.00 | 85.00 | 80.00 | 75.00 | 75.00 | 75.00 | 75.00 | | Prostate | 97.06 | 91.18 | 82.35 | 82.35 | 79.41 | 82.35 | 88.24 | 85.29 | 85.29 | 88.24 |
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