A Dynamic Negative Log-Likelihood Optimization Method for Device Selection in Federated Learning with Over-The-Air Computation

This paper addresses an optimization problem of device selections and aggregation errors in over-the-air computation with federated learning (AirCompFL) systems. To achieve this, we first propose an AirCompFL system model and then formulate the device selections problem as a multi-objective mixed in...

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Veröffentlicht in:	Proceedings of ... IEEE International Conference on Computer and Communications (Online) S. 2191 - 2197
Hauptverfasser:	Ji, Juncheng, Lam, Chan-Tong, Wang, Ke, Ng, Benjamin K.
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 08.12.2023
Schlagworte:	aggregation error Atmospheric modeling communication efficiency Computational modeling device selection Federated learning Integer programming Over-the-air computation Performance evaluation System performance Wireless networks
ISSN:	2837-7109
Online-Zugang:	Volltext
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