Research Article
Intrusion Detection System Based on Evolving Rules for Wireless Sensor Networks
Table 3
The accuracy comparisons of the traditional GNP and GNP with rule evolving (%).
| Classifier | Traditional GNP (%) | GNP with rule evolving (%) |
| SVM | 72.89 | 75.98 | BP | 71.87 | 74.82 | MLP | 73.53 | 74.91 | KNN | 75.69 | 77.30 | Logic regression | 73.56 | 74.83 | Decision tree | 79.63 | 80.22 | AdaBoost | 75.23 | 73.50 | Naive Bayes | 76.31 | 74.72 | Cluster Gaussian | 85.07 | 86.78 | Average | 75.97 | 77.00 |
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