Publication detail

KiFramework — A Federated Learning Platform with an Innovative Communication Protocol

MICHÁLEK, J. OUJEZSKÝ, V. ŠKORPIL, V.

Original Title

KiFramework — A Federated Learning Platform with an Innovative Communication Protocol

Type

journal article in Web of Science

Language

English

Original 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.

Keywords

Android; communication protocol; federated learning; framework; Machine Learning

Authors

MICHÁLEK, J.; OUJEZSKÝ, V.; ŠKORPIL, V.

Released

10. 12. 2024

Publisher

Croatian Communications and Information Society

ISBN

1846-6079

Periodical

Journal of Communications Software and Systems

Year of study

20

Number

4

State

Republic of Croatia

Pages from

329

Pages to

339

Pages count

11

URL

https://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/

Full text in the Digital Library

http://hdl.handle.net/11012/251609

BibTex

@article{BUT193708,
  author="Jakub {Michálek} and Václav {Oujezský} and Vladislav {Škorpil}",
  title="KiFramework — A Federated Learning Platform with an Innovative Communication Protocol",
  journal="Journal of Communications Software and Systems",
  year="2024",
  volume="20",
  number="4",
  pages="329--339",
  doi="10.24138/jcomss-2024-0091",
  issn="1846-6079",
  url="https://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/"
}