Research Article
[Retracted] Cancer Categorization Using Genetic Algorithm to Identify Biomarker Genes
Table 3
The performance comparison of SVM kernel functions.
| Dataset | No. of genes | Accuracy of SVM with different kernel functions | Linear | Radial basis | Polynomial | Sigmoid |
| Colon | 5 | 87.10 | 87.10 | 75.81 | 88.71 | 10 | 85.48 | 90.32 | 64.52 | 88.71 | 20 | 88.71 | 90.32 | 64.52 | 88.71 | 30 | 83.87 | 90.32 | 64.52 | 90.32 | 40 | 87.10 | 90.32 | 64.52 | 90.32 | 50 | 83.87 | 90.32 | 64.52 | 90.32 | 60 | 83.87 | 88.71 | 64.52 | 90.32 | 70 | 80.65 | 88.71 | 64.52 | 88.71 | 80 | 82.26 | 88.71 | 64.52 | 87.10 | 90 | 82.26 | 88.71 | 64.52 | 88.71 | 100 | 82.26 | 88.71 | 64.52 | 88.71 |
| DLBCL outcome | 5 | 82.76 | 81.03 | 55.17 | 68.97 | 10 | 86.21 | 87.93 | 55.17 | 82.76 | 15 | 91.38 | 98.28 | 55.17 | 89.66 | 20 | 91.38 | 91.38 | 55.17 | 87.93 | 30 | 84.48 | 89.66 | 58.62 | 87.93 | 40 | 84.48 | 89.66 | 55.17 | 89.66 | 50 | 87.93 | 94.83 | 62.07 | 86.21 | 60 | 87.93 | 93.10 | 55.17 | 89.66 | 70 | 87.93 | 91.38 | 55.17 | 93.10 | 80 | 86.21 | 91.38 | 55.17 | 87.93 | 90 | 89.66 | 91.38 | 55.17 | 87.93 | 100 | 87.93 | 93.10 | 55.17 | 89.66 |
| Leukemia | 5 | 94.44 | 100 | 83.33 | 98.61 | 10 | 94.44 | 97.22 | 93.06 | 97.22 | 20 | 97.22 | 97.22 | 91.67 | 97.22 | 30 | 95.83 | 94.44 | 94.44 | 97.22 | 40 | 98.61 | 98.61 | 94.44 | 95.83 | 50 | 98.61 | 95.83 | 94.44 | 93.06 | 60 | 98.61 | 98.61 | 94.44 | 95.83 | 70 | 98.61 | 97.22 | 91.67 | 98.61 | 80 | 98.61 | 98.61 | 90.28 | 95.83 | 90 | 98.61 | 97.22 | 91.67 | 95.83 | 100 | 98.61 | 98.61 | 90.28 | 97.22 |
| Prostate | 5 | 87.25 | 87.25 | 50.98 | 86.27 | 10 | 83.33 | 92.16 | 50.98 | 91.18 | 20 | 90.20 | 97.06 | 50.98 | 98.04 | 30 | 95.10 | 97.06 | 50.98 | 91.10 | 40 | 93.14 | 98.04 | 50.98 | 98.04 | 50 | 97.06 | 98.04 | 50.98 | 98.04 | 60 | 97.06 | 97.06 | 50.98 | 99.02 | 70 | 99.02 | 100 | 88.24 | 99.02 | 80 | 100 | 100 | 94.11 | 100 | 90 | 98.04 | 99.02 | 97.06 | 99.02 | 100 | 98.04 | 100 | 95.10 | 99.02 |
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