Jul 2026
Federated Low-Rank Koopman Learning for Multivariate Time-Series Anomaly Detection in IoT Systems
Experiments on four widely used multivariate time-series anomaly detection benchmarks show that FedKAD maintains or improves detection performance compared with federated deep-learning baselines, confirming its suitability for resource-constrained edge devices.
Tung-Anh Nguyen, Van-Phuc Bui, Anh Tuyen Le et al.
· arXiv.org · 0 citations