Browsing by Author "Gündüz, D."
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Blind federated edge learning
Amiri, M. M.; Duman, Tolga M.; Gündüz, D.; Kulkarni, S. R.; Poor, H. V. (IEEE, 2021-03-19)We study federated edge learning (FEEL), where wireless edge devices, each with its own dataset, learn a global model collaboratively with the help of a wireless access point acting as the parameter server (PS). At each ... -
Hierarchical over-the-air federated edge learning
Aygün, Ozan; Kazemi, Mohammad; Gündüz, D.; Duman, Tolga M. (IEEE, 2022)Federated learning (FL) over wireless communication channels, specifically, over-the-air (OTA) model aggregation framework is considered. In OTA wireless setups, the adverse channel effects can be alleviated by increasing ...