KiFramework — A Federated Learning Platform with an Innovative Communication Protocol
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Date
2024-12-10
Authors
Michálek, Jakub
Oujezský, Václav
Škorpil, Vladislav
0000-0001-5504-7533Advisor
Referee
Mark
Journal Title
Journal ISSN
Volume Title
Publisher
Croatian Communications and Information Society
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Abstract
This paper presents a newly developed framework for federated learning adapted to crisis management applications on the Android platform. This framework focuses on solving client communication problems during the federated learning process. KiFramework introduces an innovative communication protocol and framework that enhances data exchange reliability and supports efficient collaboration in multi-server environments, addressing key challenges in traditional centralized server architectures. Our research provides a comprehensive solution to optimize communication and ensure seamless collaboration among multiple servers, improving applications’ efficiency using federated learning.
Description
Citation
Journal of Communications Software and Systems. 2024, vol. 20, issue 4, p. 329-339.
https://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/
https://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/
Document type
Peer-reviewed
Document version
Published version
Date of access to the full text
Language of document
en
Study field
Comittee
Date of acceptance
Defence
Result of defence
Document licence
Creative Commons Attribution-NonCommercial 4.0 International
http://creativecommons.org/licenses/by-nc/4.0/
http://creativecommons.org/licenses/by-nc/4.0/