Design and Implementation of a Student Behavior Analysis System Based on the Kmeans Algorithm

Aifeng Zhong

2025

Abstract

Aims to deepen the application of digital teaching material in the teaching process and improve its quality, ensure the quality of digital teaching material continuous optimization, this study to "nursing management" this course as a research object, for 497 students in a semester of 36 kinds of different digital teaching materials use behavior data collection. After regularization processing, the classification of behavioral data is completed by K mean algorithm. On the basis of the classification results, this paper makes an in-depth analysis of different types of digital teaching materials, and puts forward a personalized optimization scheme. This method effectively solves the problem that cannot be accurately analyzed in the context of large data volume, and reduces the large errors that may be generated by manual analysis. The classification results of resources are used to determine the quality of digital teaching materials, which provides a solid analysis foundation for the continuous progress of the quality of teaching materials.

Paper Citation

in Harvard Style

Zhong A. (2025). Design and Implementation of a Student Behavior Analysis System Based on the Kmeans Algorithm. In Proceedings of the 3rd International Conference on Futuristic Technology - Volume 1: INCOFT; ISBN 978-989-758-763-4, SciTePress, pages 263-268. DOI: 10.5220/0013539700004664

in Bibtex Style

@conference{incoft25,
author={Aifeng Zhong},
title={Design and Implementation of a Student Behavior Analysis System Based on the Kmeans Algorithm},
booktitle={Proceedings of the 3rd International Conference on Futuristic Technology - Volume 1: INCOFT},
year={2025},
pages={263-268},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013539700004664},
isbn={978-989-758-763-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 3rd International Conference on Futuristic Technology - Volume 1: INCOFT
TI - Design and Implementation of a Student Behavior Analysis System Based on the Kmeans Algorithm
SN - 978-989-758-763-4
AU - Zhong A.
PY - 2025
SP - 263
EP - 268
DO - 10.5220/0013539700004664
PB - SciTePress