Finance & Accounting
Discussing the Construction of a Budget Management System Combining Multimedia Technology and Financial Risk Management
External / Open Access
Abstract
The development of modern technology allows enterprises to continuously expand the means of financial management. The use of advanced information technology and modern management means makes the financial management of enterprises continue to improve, but there are also many problems. In the face of various types of risks that enterprises may face at present, in addition to strengthening financial accounting, enterprises should also recognize the various risks that the double-edged sword of financial management informatization may bring to enterprise financial management and carefully analyze the reasons for the emergence of risks, from the ideological and technical means to continuously improve the entire process of financial management informatization, which is an important topic for every financial worker to discuss. This paper mainly studies and innovates the data mining process and the support vector machine model and designs the data preprocessing method in the data mining process to perform feature selection and optimize the parameters of the support vector machine model. The specific process is as follows: based on CRISP-DM, the industry-standard model of the data mining process, a series of data preprocessing, eigenvalue extraction, parameter optimization, training set pruning, and other methods are designed from business understanding, data understanding, data preparation, and other aspects to improve data quality. In the traditional support vector machine, when the test sample is located at the boundary point of the hyperplane, the judgment may be wrong. In the aspect of SVM model improvement, according to the discrimination method of SVM, the weighted K-nearest neighbor algorithm is introduced to redistinguish the qualified test samples in the feature space. From the whole process of data mining, a data mining system is designed, which is “data preprocessing standardization + genetic algorithm feature selection + training set pruning + support vector machine classifier discrimination optimization.” Finally, this paper uses a series of data mining optimization methods designed to mine the actual financial data of listed companies and has achieved good results.
Full Title
Discussing the Construction of a Budget Management System Combining Multimedia Technology and Financial Risk Management
Primary Author
Xiaoyi Jiang
Publication Type
Journal Article
Year
2022
Journal
Advances in Multimedia
Volume / Issue
Vol. 2022, No.
Category
Finance & Accounting
Institution
External / Open Access
Access
Open Access
Added to Library
March 24, 2026
Cite This Publication
APA
Xiaoyi Jiang (2022). Discussing the Construction of a Budget Management System Combining Multimedia Technology and Financial Risk Management. *Advances in Multimedia*, 2022(), .
MLA
Xiaoyi Jiang. "Discussing the Construction of a Budget Management System Combining Multimedia Technology and Financial Risk Management." *Advances in Multimedia*, vol. 2022, no. , 2022, pp. .
DOI
https://doi.org/10.1155/2022/7173755