Research Article
Ensemble Classifier Based Spectrum Sensing in Cognitive Radio Networks
Table 1
Performance comparison: ensemble classifier versus SVM.
| Performance metric | ECD | SVM |
| Sensitivity/true positive rate | 0.932 | 0.876 | Specificity/true negative rate | 0.973 | 0.967 | Precision/positive predictive value | 0.9718 | 0.9633 | Negative predictive value | 0.9347 | 0.8791 | Fall-out/false positive rate | 0.027 | 0.033 | False discovery rate | 0.0282 | 0.0367 | Miss rate/false negative rate | 0.068 | 0.133 | Accuracy | 0.9525 | 0.9126 | score | 0.9515 | 0.9170 | Area under the curve (AUC) | 0.98 | 0.97 |
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