5G Communication Network and Federated Learning for College Accounting Informatization Teaching

At present, the social economy is entering the information age represented by computer, communication technology and network technology as the core, and the continuous development of modern information technology will certainly have a great impact on the teaching mode, content and methods of traditional accounting computerization. We aim to improve the existing higher vocational accounting teaching mode by building a multi-integrated teaching mode through federated learning based on 5G communication network as an environment for efficient information transfer. In addition, we develop a joint optimization strategy for priority-dependent task offloading, wireless bandwidth, and computational power in a distributed machine learning approach to ensure that more resources are allocated to users with higher priority while protecting user data privacy and reducing learning overhead. We have conducted extensive simulation experiments for both environments, and these simulation results demonstrate the effectiveness of our proposed solutions for different problems from different perspectives.

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Publication Details

Journal
Journal of Combinatorial Mathematics and Combinatorial Computing
Published
2024-09-30
DOI
https://doi.org/10.61091/jcmcc122-17
Primary Topic
Advanced Technologies in Various Fields
Type
article
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article

5G Communication Network and Federated Learning for College Accounting Informatization Teaching

Li Shen
Journal of Combinatorial Mathematics and Combinatorial Computing
Advanced Technologies in Various Fields
article

5G Communication Network and Federated Learning for College Accounting Informatization Teaching

Li Shen
article en

Abstract

At present, the social economy is entering the information age represented by computer, communication technology and network technology as the core, and the continuous development of modern information technology will certainly have a great impact on the teaching mode, content and methods of traditional accounting computerization. We aim to improve the existing higher vocational accounting teaching mode by building a multi-integrated teaching mode through federated learning based on 5G communication network as an environment for efficient information transfer. In addition, we develop a joint optimization strategy for priority-dependent task offloading, wireless bandwidth, and computational power in a distributed machine learning approach to ensure that more resources are allocated to users with higher priority while protecting user data privacy and reducing learning overhead. We have conducted extensive simulation experiments for both environments, and these simulation results demonstrate the effectiveness of our proposed solutions for different problems from different perspectives.

Journal of Combinatorial Mathematics and Combinatorial ComputingVol. 122(1)
Openalex Percentile: Top 85%
Advanced Technologies in Various Fields
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5G Communication Network and Federated Learning for College Accounting Informatization Teaching — Li Shen · Journal of Combinatorial Mathematics and Combinatorial Computing (2024) | TGRS Research Map | TGRS