A Novel Joint Dataset and Incentive Management Mechanism for Federated Learning Over MEC

In this study, to reduce the energy consumption for the federated learning (FL) participation of mobile devices (MDs), we design a novel joint dataset and incentive management mechanism for FL over mobile edge computing (MEC) systems. We formulate a Stackelberg game to model and analyze the behavior...

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Veröffentlicht in:	IEEE access 2022, Vol.10, p.30026-30038
Hauptverfasser:	Lee, Joohyung, Kim, Daejin, Niyato, Dusit
Format:	Artikel
Sprache:	eng
Schlagworte:	Accuracy Analytical models Computational modeling Datasets Decision analysis Decision making Economic analysis Edge computing Electronic devices Energy consumption Equilibrium Federated learning Game theory Games incentive mechanism Incentives machine learning Mobile computing Resource management Revenue Servers Stackelberg game Training
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