<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>This paper first demonstrates an enterprise-intelligent financial management platform built on big data technology. Secondly, KPCA is used to preprocess financial data to improve the accuracy of financial data warnings and combined with the XGBoost algorithm to construct a financial warning model to analyze the enterprise’s economic crisis. Finally, the enterprise’s intelligent financial management platform underwent performance testing and prediction analysis. The results show that when the number of concurrent users is 100, the average response time of the platform is 1.94s, and the error rate of the system is about 0.5%. The platform can also predict and analyze financial data of the enterprise, which can help the enterprise better understand its financial situation and formulate a development plan. In summary, accounting automation can promote the development of enterprise financial management innovation. Intelligent financial management platforms can further realize enterprise accounting informatization to help enterprises achieve good economic development.</p>
</abstract>

This paper first demonstrates an enterprise-intelligent financial management platform built on big data technology. Secondly, KPCA is used to preprocess financial data to improve the accuracy of financial data warnings and combined with the XGBoost algorithm to construct a financial warning model to analyze the enterprise’s economic crisis. Finally, the enterprise’s intelligent financial management platform underwent performance testing and prediction analysis. The results show that when the number of concurrent users is 100, the average response time of the platform is 1.94s, and the error rate of the system is about 0.5%. The platform can also predict and analyze financial data of the enterprise, which can help the enterprise better understand its financial situation and formulate a development plan. In summary, accounting automation can promote the development of enterprise financial management innovation. Intelligent financial management platforms can further realize enterprise accounting informatization to help enterprises achieve good economic development.

Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big Data

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

This paper first demonstrates an enterprise-intelligent financial management platform built on big data technology. Secondly, KPCA is used to preprocess...

Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big Data

Published Online: Nov 11, 2023

Page range: -

Received: Dec 31, 2022

Accepted: May 22, 2023

DOI: https://doi.org/10.2478/amns.2023.2.01084

Keywords
Accounting informationization, Financial management platform, KPCA, XGBoost algorithm, Financial early warning

© 2023 Yixin Heng et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big Data

Published Online: Nov 11, 2023

Page range: -

Received: Dec 31, 2022

Accepted: May 22, 2023

DOI: https://doi.org/10.2478/amns.2023.2.01084

KeywordsAccounting informationization, Financial management platform, KPCA, XGBoost algorithm, Financial early warning

© 2023 Yixin Heng et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
Accounting informationization, Financial management platform, KPCA, XGBoost algorithm, Financial early warning