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Influencing factors of stock returns based on Fama–French model and intelligent algorithm.
- Source :
-
Soft Computing - A Fusion of Foundations, Methodologies & Applications . Jul2023, Vol. 27 Issue 14, p10359-10368. 10p. - Publication Year :
- 2023
-
Abstract
- Due to the large number of stock companies, complex stock categories and inconsistent evaluation standards of market value, it is not conducive to the choice of investors. Based on the theory and practice of traditional stock performance evaluation model, this paper integrates the algorithm thought structure of Fama–French five-factor model and proposes a machine learning algorithm model for stock performance research. In addition, this paper also builds a model that can evaluate the style and timing ability of fund managers to improve the fund performance evaluation system to a greater extent. With the help of the performance evaluation updating function of the model, it provides a new experience material in the empirical research composition of the fund performance field. In the system test module, the former prediction data and the actual experimental data are integrated, and the two are sorted out and compared, which proves the feasibility and effectiveness of the proposed algorithm model. The final experimental results verify the usefulness of the model in stock return prediction and analysis of influencing factors. [ABSTRACT FROM AUTHOR]
- Subjects :
- *MACHINE learning
*STOCKS (Finance)
*INVESTORS
*INVESTMENT advisors
*ALGORITHMS
Subjects
Details
- Language :
- English
- ISSN :
- 14327643
- Volume :
- 27
- Issue :
- 14
- Database :
- Academic Search Index
- Journal :
- Soft Computing - A Fusion of Foundations, Methodologies & Applications
- Publication Type :
- Academic Journal
- Accession number :
- 164130808
- Full Text :
- https://doi.org/10.1007/s00500-023-08305-7