From distributed machine learning to federated learning: In the view of data privacy and security

Author:

Shen Sheng1ORCID,Zhu Tianqing1,Wu Di2,Wang Wei1,Zhou Wanlei1

Affiliation:

1. School of Computer Science, Center for Cyber Security and Privacy University of Technology Sydney Ultimo New South Wales Australia

2. School of Computer Science University of Technology Sydney Ultimo New South Wales Australia

Publisher

Wiley

Subject

Computational Theory and Mathematics,Computer Networks and Communications,Computer Science Applications,Theoretical Computer Science,Software

Reference73 articles.

1. KonečnỳJ McMahanHB RamageD RichtárikP. Federated optimization: distributed machine learning for on‐device intelligence;2016. arXiv preprint arXiv:1610.02527.

2. KonečnỳJ McMahanHB YuFX RichtárikP SureshAT BaconD. Federated learning: strategies for improving communication efficiency;2016. arXiv preprint arXiv:1610.05492.

3. McMahanHB MooreE RamageD HampsonS. Communication‐efficient learning of deep networks from decentralized data;2016. arXiv preprint arXiv:1602.05629.

4. Federated machine learning: Concept and applications;Yang Q;ACM Trans Intell Syst Technol,2019

5. BonawitzK EichnerH GrieskampW et al. Towards federated learning at scale: system design;2019. arXiv preprint arXiv:1902.01046.

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