Limitations and Future Aspects of Communication Costs in Federated Learning: A Survey

Muhammad Asad; Saima Shaukat; Dou Hu; Zekun Wang; Ehsan Javanmardi; Jin Nakazato; Manabu Tsukada

doi:10.3390/s23177358

Limitations and Future Aspects of Communication Costs in Federated Learning: A Survey

Muhammad Asad, Saima Shaukat, Dou Hu, Zekun Wang, Ehsan Javanmardi, Jin Nakazato, Manabu Tsukada

Research output: Contribution to journal › Review article › peer-review

Original language	English
Article number	7358
Journal	Sensors
Volume	23
Issue number	17
DOIs	https://doi.org/10.3390/s23177358
Publication status	Published - Sept 2023
Externally published	Yes

ASJC Scopus Subject Areas

Analytical Chemistry
Information Systems
Atomic and Molecular Physics, and Optics
Biochemistry
Instrumentation
Electrical and Electronic Engineering

Keywords

client selection
communication efficient
federated learning
model compression
resource management
structured updates

Access to Document

10.3390/s23177358

Cite this

@article{e02d0fb1354244e7844de4d351916759,

title = "Limitations and Future Aspects of Communication Costs in Federated Learning: A Survey",

keywords = "client selection, communication efficient, federated learning, model compression, resource management, structured updates",

author = "Muhammad Asad and Saima Shaukat and Dou Hu and Zekun Wang and Ehsan Javanmardi and Jin Nakazato and Manabu Tsukada",

note = "Publisher Copyright: {\textcopyright} 2023 by the authors.",

year = "2023",

month = sep,

doi = "10.3390/s23177358",

language = "English",

volume = "23",

journal = "Sensors",

issn = "1424-8220",

publisher = "Multidisciplinary Digital Publishing Institute (MDPI)",

number = "17",

}

TY - JOUR

T1 - Limitations and Future Aspects of Communication Costs in Federated Learning

T2 - A Survey

AU - Asad, Muhammad

AU - Shaukat, Saima

AU - Hu, Dou

AU - Wang, Zekun

AU - Javanmardi, Ehsan

AU - Nakazato, Jin

AU - Tsukada, Manabu

PY - 2023/9

Y1 - 2023/9

KW - client selection

KW - communication efficient

KW - federated learning

KW - model compression

KW - resource management

KW - structured updates

UR - http://www.scopus.com/inward/record.url?scp=85170340118&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85170340118&partnerID=8YFLogxK

U2 - 10.3390/s23177358

DO - 10.3390/s23177358

M3 - Review article

C2 - 37687814

AN - SCOPUS:85170340118

SN - 1424-8220

VL - 23

JO - Sensors

JF - Sensors

IS - 17

M1 - 7358

ER -

Limitations and Future Aspects of Communication Costs in Federated Learning: A Survey

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Fingerprint

Cite this