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performance comparison of SVM, SVM-RFE, and SVM-RFE-CV
| Measure | SVM | SVM-RFE | SVM-RFE-CV | |||
|---|---|---|---|---|---|---|
| #genes | 42 | 18 | 15 | |||
| Training set | Testing set | Training set | Testing set | Training set | Testing set | |
| Precision | 97.0% | 58.8% | 100% | 71.4% | 100% | 74.29% |
| Accuracy | 98.4% | 56.9% | 100% | 70.8% | 100% | 73.85% |
| Sensitivity | 100.0% | 58.8% | 100% | 73.5% | 100% | 76.47% |
| Specificity | 96.9% | 54.8% | 100% | 67.7% | 100% | 70.97% |
| AUC | 0.98 | 0.56 | 1.0 | 0.75 | 1.0 | 0.80 |
