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