Table 6 Accuracy evaluation of RSR-IDS compared to CIDSs and MACIDSs considering various numbers of vehicles.
Accuracy | |||||
---|---|---|---|---|---|
IDS | Number of vehicles | ||||
10 | 20 | 30 | 40 | 50 | |
XGBoost-based CIDS | 88.42% | 94.14% | 95.48% | 96.26% | 94.99% |
SVM-based CIDS | 82.05% | 85.98% | 87.02% | 90.05% | 91.04% |
XGBoost-based MACIDS | 94.72% | 95.37% | 96.88% | 95.63% | 96.85% |
SVM-based MACIDS | 94.05% | 93.85% | 95.03% | 94.96% | 94.75% |
RSR-IDS | 99.56% | 99.62% | 99.43% | 99.57% | 99.45% |