An incentive mechanism with bandwidth allocation for federated learning

An incentive mechanism with bandwidth allocation for federated learning

Federated learning (FL) is an emerging machine learning paradigm that can make full use of crowd sourced mobile resources for training on decentralized data.However, it is challenging to deploy FL over a wireless network because of the limited bandwidth and clients’ selfishness.To address these chal...

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Bibliographic Details
Main Authors: Yingyun GUO, Bo GAO, Zhifei ZHANG, Yu ZHANG, Ke XIONG
Format: Article
Language:zho
Published: China InfoCom Media Group 2022-12-01
Series:物联网学报
Subjects:
federated learning
incentive mechanism
bandwidth allocation
Stackelberg game
training quality
Online Access:http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2022.00300/
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