Academic Journal of Computing & Information Science, 2024, 7(7); doi: 10.25236/AJCIS.2024.070713.
Xiaoyan Liu1,2, Lilibeth Cuison1
1Graduate School, Angeles University Foundation, Angeles City, 2009, Philippines
2Department of Virtual Reality and Gaming, Jiangxi Tellhow Animation College, Nanchang, Jiangxi Province, 300200, China
In response to the challenges faced by machine learning algorithms in predicting college students' consumption behavior, corresponding optimization strategies are proposed. These strategies aim to enhance data quality and stability through data augmentation and preprocessing. By employing model integration and optimization techniques, the predictive and generalization abilities of the models are strengthened, while efforts are made to increase their interpretability and practicality. This paper aims to provide an effective optimization scheme for predicting college students' consumption behavior using machine learning algorithms.
prediction of college students' consumption behavior; Machine learning algorithm; Model selection; Model interpretation
Xiaoyan Liu, Lilibeth Cuison. Research on the Application of Machine Learning Algorithm in the Prediction of College Students' Consumption Behavior. Academic Journal of Computing & Information Science (2024), Vol. 7, Issue 7: 98-104. https://doi.org/10.25236/AJCIS.2024.070713.
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