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Lagrange coded federated learning (L-CoFL) model for Internet of Vehicles
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Ni, Weiquan, Zhu, Shaoliang, Karim, Md Monjurul, Asheralieva, Alia, Kang, Jiawen, Xiong, Zehui and Maple, Carsten (2022) Lagrange coded federated learning (L-CoFL) model for Internet of Vehicles. In: IEEE 42nd International Conference on Distributed Computing Systems, Bologna, Italy, 10-13 Jul 2022. Published in: 2022 IEEE 42nd International Conference on Distributed Computing Systems (ICDCS) pp. 864-872. ISBN 9781665471787. doi:10.1109/icdcs54860.2022.00088 ISSN 1063-6927.
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Official URL: https://doi.org/10.1109/ICDCS54860.2022.00088
Abstract
In Internet-of-Vehicles (IoV), smart vehicles can efficiently process various sensing data through federated learning (FL) - a privacy-preserving distributed machine learning (ML) approach that allows collaborative development of the shared ML model without any data exchange. However, traditional FL approaches suffer from poor security against the system noise, e.g., due to low-quality trained data, wireless channel errors, and malicious vehicles generating erroneous results, which affects the accuracy of the developed ML model. To address this problem, we propose a novel FL model based on the concept of Lagrange coded computing (LCC) - a coded distributed computing (CDC) scheme that enables enhancing the system security. In particular, we design the first L-CoFL (Lagrange coded FL) model to improve the accuracy of FL computations in the presence of lowquality trained data and wireless channel errors, and guarantee the system security against malicious vehicles. We apply the proposed L-CoFL model to predict the traffic slowness in IoV and verify the superior performance of our model through extensive simulations.
| Item Type: | Conference Item (Paper) | ||||||||||||||||||||||||||||||||||||
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| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software T Technology > TE Highway engineering. Roads and pavements T Technology > TK Electrical engineering. Electronics Nuclear engineering |
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| Divisions: | Faculty of Science, Engineering and Medicine > Engineering > WMG (Formerly the Warwick Manufacturing Group) | ||||||||||||||||||||||||||||||||||||
| SWORD Depositor: | Library Publications Router | ||||||||||||||||||||||||||||||||||||
| Library of Congress Subject Headings (LCSH): | Intelligent transportation systems -- Design and construction, Electronic data processing -- Distributed processing, Coding theory, Computer networks -- Security measures, Computer networks -- Protection, Computer networks -- Technological innovations, Internet of things, Machine learning, Embedded computer systems | ||||||||||||||||||||||||||||||||||||
| Journal or Publication Title: | 2022 IEEE 42nd International Conference on Distributed Computing Systems (ICDCS) | ||||||||||||||||||||||||||||||||||||
| Publisher: | IEEE | ||||||||||||||||||||||||||||||||||||
| ISBN: | 9781665471787 | ||||||||||||||||||||||||||||||||||||
| ISSN: | 1063-6927 | ||||||||||||||||||||||||||||||||||||
| Official Date: | 13 October 2022 | ||||||||||||||||||||||||||||||||||||
| Dates: |
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| Page Range: | pp. 864-872 | ||||||||||||||||||||||||||||||||||||
| DOI: | 10.1109/icdcs54860.2022.00088 | ||||||||||||||||||||||||||||||||||||
| Status: | Peer Reviewed | ||||||||||||||||||||||||||||||||||||
| Publication Status: | Published | ||||||||||||||||||||||||||||||||||||
| Reuse Statement (publisher, data, author rights): | © 2022 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | ||||||||||||||||||||||||||||||||||||
| Access rights to Published version: | Restricted or Subscription Access | ||||||||||||||||||||||||||||||||||||
| Copyright Holders: | IEEE | ||||||||||||||||||||||||||||||||||||
| Date of first compliant deposit: | 29 November 2022 | ||||||||||||||||||||||||||||||||||||
| Date of first compliant Open Access: | 29 November 2022 | ||||||||||||||||||||||||||||||||||||
| RIOXX Funder/Project Grant: |
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| Conference Paper Type: | Paper | ||||||||||||||||||||||||||||||||||||
| Title of Event: | IEEE 42nd International Conference on Distributed Computing Systems | ||||||||||||||||||||||||||||||||||||
| Type of Event: | Conference | ||||||||||||||||||||||||||||||||||||
| Location of Event: | Bologna, Italy | ||||||||||||||||||||||||||||||||||||
| Date(s) of Event: | 10-13 Jul 2022 | ||||||||||||||||||||||||||||||||||||
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