Table 3 Performance measures with cross validation.
From: Lightweight machine learning framework for efficient DDoS attack detection in IoT networks
Evaluation Metrics | Random Forest (%) | Logistic Regression (%) | Naive Bayes (%) |
|---|---|---|---|
Detection Accuracy | 99.88 ± 0.05 | 91.61 ± 0.31 | 87.62 ± 0.45 |
Precision | 99.93 ± 0.04 | 92.53 ± 0.29 | 83.57 ± 0.50 |
Recall | 99.81 ± 0.06 | 91.61 ± 0.32 | 89.30 ± 0.38 |
F1 Score | 99.87 ± 0.05 | 90.89 ± 0.34 | 87.40 ± 0.41 |