Tag: federated learning; intrusion detection; Internet of Things; LightGBM; XG-Boost; non-IID data; gradient boosting; TON_IoT

Federated Gradient Boosting for IOT Intrusion Detection: A Non-IID Evaluation of LightGBM and XGBoost under Manual FedAvg on TON_IoT

Gilbert Imuetinyan Osaze Aimufua & Salma Muhammad Abidi DOI: 10.5281/zenodo.21915999 SSR Journal of Artificial Intelligence (SSRJAI) IOT deployments expose distributed edge devices to a widening range of network intrusion threats, yet centralised intrusion detection systems conflict with data sovereignty constraints Read More …