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3 February 2023 Research on application of machine learning algorithm in digital economy
Yanhua Diao, Zhentang Wang, Qingchen Li
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Proceedings Volume 12511, Third International Conference on Computer Vision and Data Mining (ICCVDM 2022); 125112B (2023) https://doi.org/10.1117/12.2660095
Event: Third International Conference on Computer Vision and Data Mining (ICCVDM 2022), 2022, Hulun Buir, China
Abstract
This paper mainly uses support vector machine, random forest, logistic regression, and other machine learning algorithms to analyze the core data of listed companies, and then monitor their operating conditions and predict their bankruptcy probability. At the same time, the prediction effects of the three machine learning methods are evaluated by confusion matrix, ROC curve and other methods and indicators, and the best effect of the method is found. By predicting the bankruptcy probability of listed companies this study further supplements and improves the theory of machine learning algorithm on economic quantitative analysis.
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Yanhua Diao, Zhentang Wang, and Qingchen Li "Research on application of machine learning algorithm in digital economy", Proc. SPIE 12511, Third International Conference on Computer Vision and Data Mining (ICCVDM 2022), 125112B (3 February 2023); https://doi.org/10.1117/12.2660095
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KEYWORDS
Machine learning
Data modeling
Statistical modeling
Statistical analysis
Artificial intelligence
Data acquisition
Neural networks
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