A Study on Mining the Potential Value of Association Rule Mining Technology in Civic Education Network Data Collection

Establishing moral character is the fundamental task of education and the foundation of colleges and universities.Combined with the characteristics and requirements of specialized disciplines, mining the potential value of class Civics education is the main method of Civics education.In this study, after collecting and preprocessing the civic and political network data of different colleges and universities, we use the TF-IDF algorithm and the LDA theme model to conduct multi-dimensional mining of the potential value of civic and political education themes, and then use the Apriori algorithm to make its potential value of the association rules visualized.The mining results show that there are 7 major themes of potential value themes of Civic and Political Education, which are Red Culture, Online Service, Competition, Real-time Exercise, Cultural Promotion, Moral Literacy, and Knowledge Learning.Based on the analysis results, corresponding management countermeasures are proposed from the three levels of spirit, education and practice, aiming to improve the management level of Civic and Political Education.

Publication Details

Journal
International journal for housing science and its applications.
Published
2025-08-15
DOI
https://doi.org/10.70517/ijhsa463110
Primary Topic
Diverse Approaches in Healthcare and Education Studies
Type
article
Field-Weighted Citation Impact
0.00

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article

A Study on Mining the Potential Value of Association Rule Mining Technology in Civic Education Network Data Collection

International journal for housing science and its applications.
Diverse Approaches in Healthcare and Education Studies
article

A Study on Mining the Potential Value of Association Rule Mining Technology in Civic Education Network Data Collection

article en

Abstract

Establishing moral character is the fundamental task of education and the foundation of colleges and universities.Combined with the characteristics and requirements of specialized disciplines, mining the potential value of class Civics education is the main method of Civics education.In this study, after collecting and preprocessing the civic and political network data of different colleges and universities, we use the TF-IDF algorithm and the LDA theme model to conduct multi-dimensional mining of the potential value of civic and political education themes, and then use the Apriori algorithm to make its potential value of the association rules visualized.The mining results show that there are 7 major themes of potential value themes of Civic and Political Education, which are Red Culture, Online Service, Competition, Real-time Exercise, Cultural Promotion, Moral Literacy, and Knowledge Learning.Based on the analysis results, corresponding management countermeasures are proposed from the three levels of spirit, education and practice, aiming to improve the management level of Civic and Political Education.

International journal for housing science and its applications.Vol. 46(3)
Government of Jiangsu Province
Quality Education
Openalex Percentile: Top 70%
Diverse Approaches in Healthcare and Education Studies
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A Study on Mining the Potential Value of Association Rule Mining Technology in Civic Education Network Data Collection · International journal for housing science and its applications. (2025) | TGRS Research Map | TGRS