KiFramework — A Federated Learning Platform with an Innovative Communication Protocol
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...
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| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Croatian Communications and Information Society (CCIS)
2024-12-01
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| Series: | Journal of Communications Software and Systems |
| Subjects: | |
| Online Access: | https://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/ |
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| _version_ | 1841550074875740160 |
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| author | Jakub Michalek Vaclav Oujezsky Vladislav Skorpil |
| author_facet | Jakub Michalek Vaclav Oujezsky Vladislav Skorpil |
| author_sort | Jakub Michalek |
| collection | DOAJ |
| description | 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. |
| format | Article |
| id | doaj-art-711641fdd7654d0690523bcf9919ad37 |
| institution | Kabale University |
| issn | 1845-6421 1846-6079 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Croatian Communications and Information Society (CCIS) |
| record_format | Article |
| series | Journal of Communications Software and Systems |
| spelling | doaj-art-711641fdd7654d0690523bcf9919ad372025-01-10T09:37:39ZengCroatian Communications and Information Society (CCIS)Journal of Communications Software and Systems1845-64211846-60792024-12-0120432933910.24138/jcomss-2024-0091KiFramework — A Federated Learning Platform with an Innovative Communication ProtocolJakub MichalekVaclav OujezskyVladislav SkorpilThis 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.https://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/androidcommunication protocolfederated learningframeworkmachine learning |
| spellingShingle | Jakub Michalek Vaclav Oujezsky Vladislav Skorpil KiFramework — A Federated Learning Platform with an Innovative Communication Protocol Journal of Communications Software and Systems android communication protocol federated learning framework machine learning |
| title | KiFramework — A Federated Learning Platform with an Innovative Communication Protocol |
| title_full | KiFramework — A Federated Learning Platform with an Innovative Communication Protocol |
| title_fullStr | KiFramework — A Federated Learning Platform with an Innovative Communication Protocol |
| title_full_unstemmed | KiFramework — A Federated Learning Platform with an Innovative Communication Protocol |
| title_short | KiFramework — A Federated Learning Platform with an Innovative Communication Protocol |
| title_sort | kiframework a federated learning platform with an innovative communication protocol |
| topic | android communication protocol federated learning framework machine learning |
| url | https://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/ |
| work_keys_str_mv | AT jakubmichalek kiframeworkafederatedlearningplatformwithaninnovativecommunicationprotocol AT vaclavoujezsky kiframeworkafederatedlearningplatformwithaninnovativecommunicationprotocol AT vladislavskorpil kiframeworkafederatedlearningplatformwithaninnovativecommunicationprotocol |