Federated Learning Over-the-Air by Retransmissions

Federated Learning Over-the-Air by Retransmissions

Motivated by the increasing computational capabilities of wireless devices, as well as unprecedented levels of user- and device-generated data, new distributed machine learning (ML) methods have emerged. In the wireless community, Federated Learning (FL) is of particular interest due to its communic...

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Bibliographic Details
Main Authors: Fischione, C. (Author), Fodor, V. (Author), Hellstrom, H. (Author)
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers Inc. 2023
Subjects:
Computational capability
Deep neural networks
Distributed machine learning
Errors
Estimation errors
Federated learning
Federated Learning
Machine learning methods
Mean square error
Over the airs
Over-the-air computation
Over-the-Air Computation
Power control
Power control schemes
Retransmissions
Signal to noise ratio
Wireless devices
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