Table 2 Comparative performance analysis.
From: DDoS attack detection in intelligent transport systems using adaptive neuro-fuzzy inference system
Model | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) | False positive rate (%) |
|---|---|---|---|---|---|
Support vector machine | 86.3 | 84.5 | 85.1 | 84.8 | 7.9 |
Random forest | 89.7 | 88.9 | 89.4 | 89.1 | 6.3 |
XGBoost | 91.8 | 91.0 | 90.8 | 90.9 | 5.8 |
Convolutional neural network | 93.5 | 93.0 | 92.7 | 92.8 | 5.2 |
ANFIS (proposed) | 94.3 | 94.1 | 93.8 | 93.9 | 4.8 |
