Author

Van-Phuc Bui

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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