The Research on Text Mining and Visualization Analysis of Ideological and Political Course Texts in Colleges Based on Natural Language Processing

In this study, natural language processing and text mining are used to systematically analyse the teaching content of university Civics classes in order to reveal the emotional orientation and thinking trends of college students. The refined processing of classroom text is achieved by constructing three modules, including topic identification, emotion analysis, and viewpoint monitoring. The results of the analysis are displayed in a visual way, thus reflecting the trend of students' emotional changes and their points of interest.

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Publication Details

Published
2024-11-22
DOI
https://doi.org/10.1145/3722237.3722300
Primary Topic
Ideological and Political Education
Type
article
Field-Weighted Citation Impact
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article

The Research on Text Mining and Visualization Analysis of Ideological and Political Course Texts in Colleges Based on Natural Language Processing

Heng Du, Liping Dong, Liwei Dong
Ideological and Political Education
article

The Research on Text Mining and Visualization Analysis of Ideological and Political Course Texts in Colleges Based on Natural Language Processing

Heng Du, Liping Dong, Liwei Dong
article en

Abstract

In this study, natural language processing and text mining are used to systematically analyse the teaching content of university Civics classes in order to reveal the emotional orientation and thinking trends of college students. The refined processing of classroom text is achieved by constructing three modules, including topic identification, emotion analysis, and viewpoint monitoring. The results of the analysis are displayed in a visual way, thus reflecting the trend of students' emotional changes and their points of interest.

Weifang University (CN)
Quality Education
Openalex Percentile: Top 58%
Ideological and Political Education
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