Multi-blockchain framework for scalable and communication-efficient federated edge learning

This project is an implementation of a proposed scalable and communication-efficient federated edge learning framework by using multiple blockchains. The report is only a part of the proposed framework, mainly the multiple blockchain and communication system to allow different blockchains to communi...

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Bibliographic Details
Main Author: Lai, Yan Ting
Other Authors: Dusit Niyato
Format: Final Year Project (FYP)
Language:English
Published: Nanyang Technological University 2021
Subjects:
Online Access:https://hdl.handle.net/10356/148003
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author Lai, Yan Ting
author2 Dusit Niyato
author_facet Dusit Niyato
Lai, Yan Ting
author_sort Lai, Yan Ting
collection NTU
description This project is an implementation of a proposed scalable and communication-efficient federated edge learning framework by using multiple blockchains. The report is only a part of the proposed framework, mainly the multiple blockchain and communication system to allow different blockchains to communicate with each other. It also studies the advantages and limitations of the proposed tool, WeCross Platform, to implement the communication system and checks if it is suitable to be used for the proposed framework.
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institution Nanyang Technological University
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spelling ntu-10356/1480032021-04-30T03:16:32Z Multi-blockchain framework for scalable and communication-efficient federated edge learning Lai, Yan Ting Dusit Niyato School of Computer Science and Engineering DNIYATO@ntu.edu.sg Engineering::Computer science and engineering::Information systems::Information systems applications This project is an implementation of a proposed scalable and communication-efficient federated edge learning framework by using multiple blockchains. The report is only a part of the proposed framework, mainly the multiple blockchain and communication system to allow different blockchains to communicate with each other. It also studies the advantages and limitations of the proposed tool, WeCross Platform, to implement the communication system and checks if it is suitable to be used for the proposed framework. Bachelor of Engineering (Computer Engineering) 2021-04-30T03:16:32Z 2021-04-30T03:16:32Z 2021 Final Year Project (FYP) Lai, Y. T. (2021). Multi-blockchain framework for scalable and communication-efficient federated edge learning. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/148003 https://hdl.handle.net/10356/148003 en application/pdf Nanyang Technological University
spellingShingle Engineering::Computer science and engineering::Information systems::Information systems applications
Lai, Yan Ting
Multi-blockchain framework for scalable and communication-efficient federated edge learning
title Multi-blockchain framework for scalable and communication-efficient federated edge learning
title_full Multi-blockchain framework for scalable and communication-efficient federated edge learning
title_fullStr Multi-blockchain framework for scalable and communication-efficient federated edge learning
title_full_unstemmed Multi-blockchain framework for scalable and communication-efficient federated edge learning
title_short Multi-blockchain framework for scalable and communication-efficient federated edge learning
title_sort multi blockchain framework for scalable and communication efficient federated edge learning
topic Engineering::Computer science and engineering::Information systems::Information systems applications
url https://hdl.handle.net/10356/148003
work_keys_str_mv AT laiyanting multiblockchainframeworkforscalableandcommunicationefficientfederatededgelearning