Research on Early Financial Warning of Retail Trade based on Fisher Discriminant Analysis
DOI: 10.23977/ferm.2022.050314 | Downloads: 5 | Views: 682
Author(s)
Yizhu Huan 1
Affiliation(s)
1 School of Business, Xi'an International Studies University, Shaanxi, Xi'an, 710100, China
Corresponding Author
Yizhu HuanABSTRACT
In the current fluctuating macro-environment, financial risk early warning is essential for all walks of life, especially for the trade and retail industry, which has been seriously impacted. Based on the five dimensions of profitability, solvency, operational capacity, development capacity, and corporate governance, this paper first establishes a stochastic forest model. Considering the poor interpretability of the model, this paper constructs an optimized Fisher discriminant financial early warning model based on the six indexes selected by the random forest model. The empirical results show that the accuracy of the model can reach 90.5%, which is significantly better than the original statistical model and can effectively help enterprises to prevent financial risks.
KEYWORDS
random forest model, Fisher discriminant, financial early warning model, financial statusCITE THIS PAPER
Yizhu Huan, Research on Early Financial Warning of Retail Trade based on Fisher Discriminant Analysis. Financial Engineering and Risk Management (2022) Vol. 5: 115-121. DOI: http://dx.doi.org/10.23977/ferm.2022.050314.
REFERENCES
[1] Guan Yin, Li Xinyue, Zhu Jiaming. Based on Bayesian discriminant analysis of financial early warning in manufacturing industry [J]. Journal of Neijiang Normal University, 2019,34 (06): 68-72
[2] Li Cai. Research on financial risk early warning of feed listed companies based on BP neural network [J / OL]. Feed research, 2022 (07): 117-121
[3] Huang Yueyue. Research on financial risk early warning model of Internet service SMEs [J]. Modern business, 2021, (23): 158-160
[4] Gu Xiaoan, Wang Bingqi, Li Wenqing. Research on the improvement of the accuracy of logistic financial early warning model. Journal of Nanjing Audit University, 2018,15 (04): 45-52
[5] Zhang Lijun, Wang Ying, Liu Juhong. Research on financial crisis early warning model of listed companies based on Bayesian discriminant analysis [J]. Business research, 2009, (04): 112-114
Downloads: | 16084 |
---|---|
Visits: | 332923 |
Sponsors, Associates, and Links
-
Information Systems and Economics
-
Accounting, Auditing and Finance
-
Industrial Engineering and Innovation Management
-
Tourism Management and Technology Economy
-
Journal of Computational and Financial Econometrics
-
Accounting and Corporate Management
-
Social Security and Administration Management
-
Population, Resources & Environmental Economics
-
Statistics & Quantitative Economics
-
Agricultural & Forestry Economics and Management
-
Social Medicine and Health Management
-
Land Resource Management
-
Information, Library and Archival Science
-
Journal of Human Resource Development
-
Manufacturing and Service Operations Management
-
Operational Research and Cybernetics