Communication-Efficient Federated Learning: A Second Order Newton-Type Method With Analog Over-the-Air Aggregation

Approved

Classifications

MinEdu publication type
A1 Journal article (peer-reviewed)
Definition
Article
Target group
Scientific
Peer reviewed
Peer-reviewed
Article type
Journal article
Host publication type
Journal

Authors of the publication

Number of authors
4
Authors
Krouka, Mounssif; Elgabli, Anis; Issaid, Chaouki Ben; Bennis, Mehdi

Publication channel information

Title of journal/series
IEEE transactions on green communications and networking.
ISSN (electronic)
2473-2400
ISSN (linking)
2473-2400
Publisher
IEEE
Publication forum ID
85400
Publication forum level
1
Internationality
Yes

Detailed publication information

Publication year
2022
Reporting year
2022
Journal/series volume number
6
Journal/series issue number
3
Page numbers
1862-1874
DOI
10.1109/tgcn.2022.3173420
Language of publication
English

Co-publication information

International co-publication
No
Co-publication with a company
No

Availability

Link to self-archived version
http://urn.fi/urn:nbn:fi-fe2019080123354

Classification and additional information

MinEdu field of science classification
213 Electronic, automation and communications engineering, electronics
Keywords
Distributed optimization; communication-efficient federated learning; second-order methods; analog-over-the-air aggregation; ADMM

Funding information

Funding information in the publication
This work was supported in part by the Academy of Finland 6G Flagship under Grant 318927; in part by Project SMARTER; in partby Projects EU-ICT IntellIoT and EUCHISTERA LearningEdge; and in partby CONNECT, Infotech-NOOR, and NEGEIN.

Source database ID

WoS ID
WOS:000842063800055
Scopus ID
2-s2.0-85132526020