Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big Data
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...
| Main Authors: | , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Sciendo
2024-01-01
|
| Series: | Applied Mathematics and Nonlinear Sciences |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/amns.2023.2.01084 |
| _version_ | 1797340593069752320 |
|---|---|
| author | Heng Yixin Zhang Yanping |
| author_facet | Heng Yixin Zhang Yanping |
| author_sort | Heng Yixin |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-03-08T10:05:25Z |
| format | Article |
| id | doaj.art-0ad4e4ca86b549be94d534c97167182b |
| institution | Directory Open Access Journal |
| issn | 2444-8656 |
| language | English |
| last_indexed | 2024-03-08T10:05:25Z |
| publishDate | 2024-01-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Applied Mathematics and Nonlinear Sciences |
| spelling | doaj.art-0ad4e4ca86b549be94d534c97167182b2024-01-29T08:52:39ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562024-01-019110.2478/amns.2023.2.01084Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big DataHeng Yixin0Zhang Yanping11College of Business and Economics, Australia National University, Canberra, ACT 2617, Australia.2School of Economics and Management, Huanghuai University, Zhumadian, Henan, 463000, China.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.https://doi.org/10.2478/amns.2023.2.01084accounting informationizationfinancial management platformkpcaxgboost algorithmfinancial early warning68t05 |
| spellingShingle | Heng Yixin Zhang Yanping Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big Data Applied Mathematics and Nonlinear Sciences accounting informationization financial management platform kpca xgboost algorithm financial early warning 68t05 |
| title | Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big Data |
| title_full | Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big Data |
| title_fullStr | Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big Data |
| title_full_unstemmed | Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big Data |
| title_short | Exploration of Enterprise Financial Management Innovation Based on Accounting Informatization under the Background of Big Data |
| title_sort | exploration of enterprise financial management innovation based on accounting informatization under the background of big data |
| topic | accounting informationization financial management platform kpca xgboost algorithm financial early warning 68t05 |
| url | https://doi.org/10.2478/amns.2023.2.01084 |
| work_keys_str_mv | AT hengyixin explorationofenterprisefinancialmanagementinnovationbasedonaccountinginformatizationunderthebackgroundofbigdata AT zhangyanping explorationofenterprisefinancialmanagementinnovationbasedonaccountinginformatizationunderthebackgroundofbigdata |