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A recommendation model for college majors based on deep learning and clustering algorithms.

Authors :
Jian, Yu
Xiao, Ning
Youfeng, Li
Source :
Information Services & Use. 2024, Vol. 44 Issue 2, p165-175. 11p.
Publication Year :
2024

Abstract

Many colleges in China have adopted the policy of recruiting students by academic subject categories in order to optimize the talent training mode. To solve the problems in major selection after enrollment, this paper has designed an intelligent algorithm model for recommending college majors. Compared with existing methods for assigning college majors, the model uses deep neural networks and clustering algorithms to simulate complex calculations in the human brain. It uses historical learning data from senior students or graduates to predict the future grades of freshmen, judge their adaptability to various college majors, reduce human interference in the college major selection process, recommend the most suitable college major to students. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01675265
Volume :
44
Issue :
2
Database :
Academic Search Index
Journal :
Information Services & Use
Publication Type :
Academic Journal
Accession number :
178180833
Full Text :
https://doi.org/10.3233/ISU-230201