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Neural Network Technology-Based Optimization Framework of Financial and Management Accounting Model

Traditional financial accounting has gradually evolved into management accounting in order to adapt to changing times and developments. To avoid being obliterated by the times, accountants must gradually improve their professional and comprehensive abilities in order to create greater value for busi...

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Autor principal: Zeng, Yan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9173938/
https://www.ncbi.nlm.nih.gov/pubmed/35685164
http://dx.doi.org/10.1155/2022/4991244
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author Zeng, Yan
author_facet Zeng, Yan
author_sort Zeng, Yan
collection PubMed
description Traditional financial accounting has gradually evolved into management accounting in order to adapt to changing times and developments. To avoid being obliterated by the times, accountants must gradually improve their professional and comprehensive abilities in order to create greater value for businesses in the AI (Artificial Intelligence) era. This article presents an AI-based financial management optimization design and proposes an AI-based accounts receivable management optimization framework based on the existing information system. A typical financial distress early-warning model is built using the BPNN (BP Neural Network) model, and the training samples of listed companies' financial data are processed iteratively using the neural network algorithm to realize the visual modeling of the object-oriented neural network and learn the training samples. Finally, the network's ability to provide early warning is put to the test. The results show that BPNN's prediction accuracy is significantly higher than that of other types, especially after years of data, with prediction results exceeding 90%. The results show that the BPNN-based financial early-warning method is feasible.
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spelling pubmed-91739382022-06-08 Neural Network Technology-Based Optimization Framework of Financial and Management Accounting Model Zeng, Yan Comput Intell Neurosci Research Article Traditional financial accounting has gradually evolved into management accounting in order to adapt to changing times and developments. To avoid being obliterated by the times, accountants must gradually improve their professional and comprehensive abilities in order to create greater value for businesses in the AI (Artificial Intelligence) era. This article presents an AI-based financial management optimization design and proposes an AI-based accounts receivable management optimization framework based on the existing information system. A typical financial distress early-warning model is built using the BPNN (BP Neural Network) model, and the training samples of listed companies' financial data are processed iteratively using the neural network algorithm to realize the visual modeling of the object-oriented neural network and learn the training samples. Finally, the network's ability to provide early warning is put to the test. The results show that BPNN's prediction accuracy is significantly higher than that of other types, especially after years of data, with prediction results exceeding 90%. The results show that the BPNN-based financial early-warning method is feasible. Hindawi 2022-05-31 /pmc/articles/PMC9173938/ /pubmed/35685164 http://dx.doi.org/10.1155/2022/4991244 Text en Copyright © 2022 Yan Zeng. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Zeng, Yan
Neural Network Technology-Based Optimization Framework of Financial and Management Accounting Model
title Neural Network Technology-Based Optimization Framework of Financial and Management Accounting Model
title_full Neural Network Technology-Based Optimization Framework of Financial and Management Accounting Model
title_fullStr Neural Network Technology-Based Optimization Framework of Financial and Management Accounting Model
title_full_unstemmed Neural Network Technology-Based Optimization Framework of Financial and Management Accounting Model
title_short Neural Network Technology-Based Optimization Framework of Financial and Management Accounting Model
title_sort neural network technology-based optimization framework of financial and management accounting model
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9173938/
https://www.ncbi.nlm.nih.gov/pubmed/35685164
http://dx.doi.org/10.1155/2022/4991244
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