Detail publikačního výsledku

KiFramework — A Federated Learning Platform with an Innovative Communication Protocol

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

Originální název

KiFramework — A Federated Learning Platform with an Innovative Communication Protocol

Anglický název

KiFramework — A Federated Learning Platform with an Innovative Communication Protocol

Druh

Článek WoS

Originální abstrakt

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.

Anglický abstrakt

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.

Klíčová slova

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

Klíčová slova v angličtině

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

Autoři

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

Rok RIV

2025

Vydáno

10.12.2024

Nakladatel

Croatian Communications and Information Society

ISSN

1846-6079

Periodikum

Journal of Communications Software and Systems

Svazek

20

Číslo

4

Stát

Chorvatská republika

Strany od

329

Strany do

339

Strany počet

11

URL

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

Plný text v Digitální knihovně

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="1845-6421",
  url="https://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/"
}

Dokumenty

v20n4_2024-0091_Michalek