A Deep Learning Model for ERP Enterprise Financial Management System
With the advent of the information age, the need for information technology construction is beginning to be realized when working in corporate financial management. The application of ERP systems to financial management has become a major trend in the development of modern society. This can help com...
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| Format: | Article |
| Language: | English |
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Wiley
2022-01-01
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| Series: | Advances in Multimedia |
| Online Access: | http://dx.doi.org/10.1155/2022/5783139 |
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| author | Hui Zhang |
| author_facet | Hui Zhang |
| author_sort | Hui Zhang |
| collection | DOAJ |
| description | With the advent of the information age, the need for information technology construction is beginning to be realized when working in corporate financial management. The application of ERP systems to financial management has become a major trend in the development of modern society. This can help companies collect financial information in real time and analyze and process the obtained information. This paper first gives the significance and models of the ERP financial management system. Then, a financial risk prediction model based on a deep learning model is designed. The method proposes an improved temporal convolutional network-long and short-term memory network (TCN_LSTM) structure and introduces an optimization algorithm to optimize the parameters of the deep learning model. Finally, several benchmark models and evaluation methods are used for comparative study. The experimental results show that the deep learning risk prediction model has significant superiority in prediction accuracy and stability. The proposed model can help enterprises organize their limited resources, realize the scientific allocation of enterprise resources, and create more benefits for enterprises. |
| format | Article |
| id | doaj-art-e1a17b23f60c4629bb426c8ec274e2b8 |
| institution | DOAJ |
| issn | 1687-5699 |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Advances in Multimedia |
| spelling | doaj-art-e1a17b23f60c4629bb426c8ec274e2b82025-08-20T03:20:59ZengWileyAdvances in Multimedia1687-56992022-01-01202210.1155/2022/5783139A Deep Learning Model for ERP Enterprise Financial Management SystemHui Zhang0School of Economics and ManagementWith the advent of the information age, the need for information technology construction is beginning to be realized when working in corporate financial management. The application of ERP systems to financial management has become a major trend in the development of modern society. This can help companies collect financial information in real time and analyze and process the obtained information. This paper first gives the significance and models of the ERP financial management system. Then, a financial risk prediction model based on a deep learning model is designed. The method proposes an improved temporal convolutional network-long and short-term memory network (TCN_LSTM) structure and introduces an optimization algorithm to optimize the parameters of the deep learning model. Finally, several benchmark models and evaluation methods are used for comparative study. The experimental results show that the deep learning risk prediction model has significant superiority in prediction accuracy and stability. The proposed model can help enterprises organize their limited resources, realize the scientific allocation of enterprise resources, and create more benefits for enterprises.http://dx.doi.org/10.1155/2022/5783139 |
| spellingShingle | Hui Zhang A Deep Learning Model for ERP Enterprise Financial Management System Advances in Multimedia |
| title | A Deep Learning Model for ERP Enterprise Financial Management System |
| title_full | A Deep Learning Model for ERP Enterprise Financial Management System |
| title_fullStr | A Deep Learning Model for ERP Enterprise Financial Management System |
| title_full_unstemmed | A Deep Learning Model for ERP Enterprise Financial Management System |
| title_short | A Deep Learning Model for ERP Enterprise Financial Management System |
| title_sort | deep learning model for erp enterprise financial management system |
| url | http://dx.doi.org/10.1155/2022/5783139 |
| work_keys_str_mv | AT huizhang adeeplearningmodelforerpenterprisefinancialmanagementsystem AT huizhang deeplearningmodelforerpenterprisefinancialmanagementsystem |