Table 5.
Testing accuracies under different procedures for colon cancer data
| Procedures | Classifier | No. of genes | Accuracy | SD |
| A: Proposed selection and criterion | ||||
| RLS-SVR | ||||
| δj ≥ 1/q | +KFDA | 4 | 0.9250 | 0.0083 |
| +SVM | 4 | 0.9067 | 0.0082 | |
| ∑ δj ≥ 80% | +KFDA | 5 | 0.9200 | 0.0163 |
| +SVM | 5 | 0.9183 | 0.0157 | |
| q genes | +KFDA | 10 | 0.9400 | 0.0186 |
| +SVM | 10 | 0.9300 | 0.0167 | |
| B: Other selection procedures | ||||
| EB | +KFDA | 9 | 0.9283 | 0.0076 |
| +SVM | 9 | 0.9200 | 0.0194 | |
| SGS1 | +KFDA | 10 | 0.925 | 0.0083 |
| +SVM | 10 | 0.9100 | 0.0153 | |
| SGS2 | +KFDA | 10 | 0.9283 | 0.0076 |
| +SVM | 10 | 0.9100 | 0.0186 | |
| C: Selection and classification together | ||||
| IFFS | 5 | 0.8806 | 0.0167 | |
| SVM-RFE | 8 | 0.9032 | n.a. | |
| EB | 9 | 0.919 | n.a. | |