Federated learning application analysis and design

Federated Learning (FL) has come into people’s sight for its privacy-preserving and crowd-collaborating highlights. Mobile devices as becoming people’s life essentials are having more and more computing power, which enables local data analysis. But there is still few commercial-standard Federated...

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Bibliographic Details
Main Author:	Hu, Wenqi
Other Authors:	Dusit Niyato
Format:	Final Year Project
Language:	English
Published:	Nanyang Technological University 2022
Subjects:	Engineering::Computer science and engineering::Software::Software engineering Engineering::Computer science and engineering::Data::Coding and information theory
Online Access:	https://hdl.handle.net/10356/156517
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Institution:	Nanyang Technological University
Language:	English

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spelling	sg-ntu-dr.10356-1565172022-04-19T06:12:45Z Federated learning application analysis and design Hu, Wenqi Dusit Niyato School of Computer Science and Engineering DNIYATO@ntu.edu.sg Engineering::Computer science and engineering::Software::Software engineering Engineering::Computer science and engineering::Data::Coding and information theory Federated Learning (FL) has come into people’s sight for its privacy-preserving and crowd-collaborating highlights. Mobile devices as becoming people’s life essentials are having more and more computing power, which enables local data analysis. But there is still few commercial-standard Federated learning end device application in the market. This paper analyzes various Federated Learning schemes and application architectural designs, comes up with a feasible small-scale application design with mobile phone as end device. Bachelor of Engineering (Computer Science) 2022-04-19T06:12:45Z 2022-04-19T06:12:45Z 2022 Final Year Project (FYP) Hu, W. (2022). Federated learning application analysis and design. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/156517 https://hdl.handle.net/10356/156517 en SCSE21-0199 application/pdf Nanyang Technological University
institution	Nanyang Technological University
building	NTU Library
continent	Asia
country	Singapore Singapore
content_provider	NTU Library
collection	DR-NTU
language	English
topic	Engineering::Computer science and engineering::Software::Software engineering Engineering::Computer science and engineering::Data::Coding and information theory
spellingShingle	Engineering::Computer science and engineering::Software::Software engineering Engineering::Computer science and engineering::Data::Coding and information theory Hu, Wenqi Federated learning application analysis and design
description	Federated Learning (FL) has come into people’s sight for its privacy-preserving and crowd-collaborating highlights. Mobile devices as becoming people’s life essentials are having more and more computing power, which enables local data analysis. But there is still few commercial-standard Federated learning end device application in the market. This paper analyzes various Federated Learning schemes and application architectural designs, comes up with a feasible small-scale application design with mobile phone as end device.
author2	Dusit Niyato
author_facet	Dusit Niyato Hu, Wenqi
format	Final Year Project
author	Hu, Wenqi
author_sort	Hu, Wenqi
title	Federated learning application analysis and design
title_short	Federated learning application analysis and design
title_full	Federated learning application analysis and design
title_fullStr	Federated learning application analysis and design
title_full_unstemmed	Federated learning application analysis and design
title_sort	federated learning application analysis and design
publisher	Nanyang Technological University
publishDate	2022
url	https://hdl.handle.net/10356/156517
_version_	1731235803374288896

Federated learning application analysis and design

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