Evaluating the Communication Efficiency in Federated Learning Algorithms

Muhammad Asad; Ahmed Moustafa; Takayuki Ito; Muhammad Aslam

doi:10.1109/CSCWD49262.2021.9437738

Evaluating the Communication Efficiency in Federated Learning Algorithms

Muhammad Asad, Ahmed Moustafa, Takayuki Ito, Muhammad Aslam

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021
Editors	Weiming Shen, Jean-Paul Barthes, Junzhou Luo, Yanjun Shi, Jinghui Zhang
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	552-557
Number of pages	6
ISBN (Electronic)	9781728165974
DOIs	https://doi.org/10.1109/CSCWD49262.2021.9437738
Publication status	Published - May 5 2021
Externally published	Yes
Event	24th IEEE International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021 - Dalian, China Duration: May 5 2021 → May 7 2021

Publication series

Name	Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021

Conference

Conference	24th IEEE International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021
Country/Territory	China
City	Dalian
Period	5/5/21 → 5/7/21

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Graphics and Computer-Aided Design
Computer Science Applications
Control and Optimization

Keywords

Collaborative Learning
Communication Cost
Decentralised Data
Federated Learning

Access to Document

10.1109/CSCWD49262.2021.9437738

Cite this

Asad, M., Moustafa, A., Ito, T., & Aslam, M. (2021). Evaluating the Communication Efficiency in Federated Learning Algorithms. In W. Shen, J.-P. Barthes, J. Luo, Y. Shi, & J. Zhang (Eds.), Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021 (pp. 552-557). Article 9437738 (Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CSCWD49262.2021.9437738

Evaluating the Communication Efficiency in Federated Learning Algorithms. / Asad, Muhammad; Moustafa, Ahmed; Ito, Takayuki et al.
Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021. ed. / Weiming Shen; Jean-Paul Barthes; Junzhou Luo; Yanjun Shi; Jinghui Zhang. Institute of Electrical and Electronics Engineers Inc., 2021. p. 552-557 9437738 (Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Asad, M, Moustafa, A, Ito, T & Aslam, M 2021, Evaluating the Communication Efficiency in Federated Learning Algorithms. in W Shen, J-P Barthes, J Luo, Y Shi & J Zhang (eds), Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021., 9437738, Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021, Institute of Electrical and Electronics Engineers Inc., pp. 552-557, 24th IEEE International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021, Dalian, China, 5/5/21. https://doi.org/10.1109/CSCWD49262.2021.9437738

Asad M, Moustafa A, Ito T, Aslam M. Evaluating the Communication Efficiency in Federated Learning Algorithms. In Shen W, Barthes JP, Luo J, Shi Y, Zhang J, editors, Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021. Institute of Electrical and Electronics Engineers Inc. 2021. p. 552-557. 9437738. (Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021). doi: 10.1109/CSCWD49262.2021.9437738

Asad, Muhammad ; Moustafa, Ahmed ; Ito, Takayuki et al. / Evaluating the Communication Efficiency in Federated Learning Algorithms. Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021. editor / Weiming Shen ; Jean-Paul Barthes ; Junzhou Luo ; Yanjun Shi ; Jinghui Zhang. Institute of Electrical and Electronics Engineers Inc., 2021. pp. 552-557 (Proceedings of the 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design, CSCWD 2021).

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Evaluating the Communication Efficiency in Federated Learning Algorithms

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ASJC Scopus Subject Areas

Keywords

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