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A Bibliometrics-Based Systematic Review of Text Mining in Education

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Andra Alfitra

Academic year: 2024

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Review of "Text Mining in Education—A Bibliometrics-Based Systematic Review"

Abstract

This journal discusses the application of text mining in the field of education. The study uses a bibliometric approach to analyze the metadata of publications that use text mining or natural language processing (NLP) in educational settings. The goal is to identify key themes and future research directions in the field.

Introduction

Technology has significantly impacted various aspects of life, including education. The development of learning management systems (LMS) has facilitated the systematic collection of textual data. Text mining and NLP are used to analyze text generated from educational processes to gain valuable insights.

Methodology

The study employs a systematic review methodology to identify, select, and evaluate relevant literature. Data was collected from various publications using text mining in educational studies.

Results and Discussion

The journal identifies several key themes in the application of text mining in education, such as sentiment analysis, plagiarism detection, and analysis of student learning patterns. The study also suggests future research directions, including the development of new algorithms and applications of text mining in adaptive learning.

Conclusion

Text mining holds great potential for enhancing the quality of education by providing powerful analytical tools to evaluate and understand textual data in education. Further research is needed to explore new applications and techniques in text mining within this field.

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SIGNIFICANCE AND OBJECTIVE So, this systematic survey is to identify peer-reviewed literature on the field of text visualization in education through the Scopus, the Web of Science and