Open access
Jul 2026
Privacy-Preserving Intrusion Detection in Smart Traffic Networks
Findings indicate that FL-IDS is better at performance compared to Cloud-IDS and traditional ML-IDS, with a high detection rate of 95% and a false-positive rate of 1.8 percent, proving to be highly resilient with secure aggregation and differential privacy.
Woh Xiang Huai, Lin Peng, Sarah Diong Yu Jie, Su-Bo-Yu-Zhang-Liang Yu, Zainab Hana, Tan Min Hong
· International Journal of Eme... · 0 citations