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Design and Simulation of Financial Data Evaluation Algorithm Based on Machine Learning and 5G Cloud Computing Technology

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DOI: 10.23977/infse.2025.060204 | Downloads: 1 | Views: 48

Author(s)

Jincen Han 1

Affiliation(s)

1 Nanchong Vocational and Technical College, Nanchong, Sichuan, China

Corresponding Author

Jincen Han

ABSTRACT

In financial management, the management of financial data is particularly important. Financial data is a specific record of different economic activities and fund use of an enterprise, so it is often necessary to analyze, process and evaluate financial data. However, the traditional data analysis technology and evaluation method have many defects, and it is difficult to conduct comprehensive and detailed analysis and evaluation of financial data. In the era of technology, cloud computing technology (CCT) has been developed, which can be used to build cloud platforms and improve the efficiency of data analysis and processing. Therefore, this paper proposed to apply CCT to financial management and build a financial management information construction model. In order to improve the evaluation performance of financial data, this paper also constructed a financial data evaluation model based on support vector machine algorithm, and carried out relevant experimental research on the model. From the experimental results, in terms of the average financial risk value, the test result of this algorithm was 12.64, and the test result of the traditional algorithm was 17.88. In terms of average detection accuracy, the test result of the algorithm in this paper was 92.14%, and the test result of the traditional algorithm was 87.85%. From the data, it can see that the algorithm in this paper can effectively optimize the financial data evaluation model.

KEYWORDS

Cloud Computing Technology, Financial Management, Financial Data Quality Evaluation Model, Financial Management Information Construction

CITE THIS PAPER

Jincen Han, Design and Simulation of Financial Data Evaluation Algorithm Based on Machine Learning and 5G Cloud Computing Technology. Information Systems and Economics (2025) Vol. 6: 32-41. DOI: http://dx.doi.org/10.23977/infse.2025.060204.

REFERENCES

[1] Dyckhoff, Harald. "Multi-criteria production theory: foundation of non-financial and sustainability performance evaluation." Journal of Business Economics 88.7-8 (2018): 851-882.
[2] Akber, S. M., and Asha Dey. "Evaluation of the financial performance between traditional private commercial banks and Islamic banks in Bangladesh." International Journal of Islamic Banking and Finance Research 4.2 (2020): 1-10.
[3] Saint, Veronica. "Proposal and simulation of dynamic financial strategy model." Future Studies Research Journal: Trends and Strategies 11.1 (2019): 84-101.
[4] Kourtis, Michael. "A strategic financial management evaluation of private hospitals’ effectiveness and efficiency for sustainable financing: a research study." European Research Studies 24.1 (2021): 1025-1054.
[5] Bashatweh, Ammar Daher, and Emad Yousif Ahmed. "Financial Performance Evaluation of the commercial banks in Jordan: Based on the CAMELS Framework." International Journal of Advanced Science and Technology 29.5 (2020): 985-994.
[6] Almeida-Filho, Adiel Teixeira de, Diogo Ferreira de Lima Silva, and Luciano Ferreira. "Financial modelling with multiple criteria decision making: A systematic literature review." Journal of the Operational Research Society 72.10 (2021): 2161-2179.
[7] Kamalov, Firuz, Ikhlaas Gurrib, and Khairan Rajab. "Financial forecasting with machine learning: price vs return." Kamalov, F., Gurrib, I. & Rajab, K.(2021). Financial Forecasting with Machine Learning: Price Vs Return. Journal of Computer Science 17.3 (2021): 251-264.
[8] Chen, Xi. "Predicting future earnings changes using machine learning and detailed financial data." Journal of Accounting Research 60.2 (2022): 467-515.
[9] Wayant, Cole. "Evaluation of financial conflicts of interest among physician‐authors of American College of Rheumatology clinical practice guidelines." Arthritis & Rheumatology 72.9 (2020): 1427-1434.
[10] Roy, Shuvashish, and Arindam Das. "Application of TOPSIS method for financial performance evaluation: a study of selected scheduled banks in Bangladesh." Journal of commerce and accounting research 7.1 (2018): 24-29.
[11] Friedman, Sarah A. "The Mental Health Parity and Addiction Equity Act evaluation study: impact on mental health financial requirements among commercial “carve‐in” plans."Health services research 53.1 (2018): 366-388.
[12] Hehenberger, Lisa, and Anna-Marie Harling. "Moving toward “impact-adjusted” financial returns: Closing remarks." American Journal of Evaluation 39.3 (2018): 408-412.
[13] Daryanto, Candraditia, and Wiwiek Mardawiyah Daryanto. "Financial performance analysis and evaluation of pharmaceutical companies in Indonesia." International Journal of Innovation, Creativity and Change 6.3 (2019): 207-224.
[14] Xing, Frank Z., Erik Cambria, and Roy E. Welsch. "Natural language based financial forecasting: a survey." Artificial Intelligence Review 50.1 (2018): 49-73.
[15] Landau, Alexander. "Integrated reporting of environmental, social, and governance and financial data: Does the market value integrated reports?" Business Strategy and the Environment 29.4 (2020): 1750-1763.

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