Sentiment Analysis for Education and Behavior Analysis Based on Their Sentiment State

Authors

  • Anjali Verma M.Tech, CSE Department, SHEAT College of Engineering, Babatpur, Varanasi Uttar Pradesh, India Author
  • Bappaditya Jnna Assistant Professor, CSE Department, SHEAT College of Engineering, Babatpur, Varanasi Uttar Pradesh, India Author

DOI:

https://doi.org/10.32628/IJSRST2411480

Keywords:

Sentiment Analysis, Education, Student Behaviour, Natural Language Processing, Student Engagement

Abstract

This paper explores the role of sentiment analysis in the field of education, specifically in understanding and analysing student behaviour based on sentiment data. The study aims to leverage natural language processing (NLP) techniques to identify emotional states within educational contexts, from classroom participation to online learning environments. By implementing advanced sentiment analysis methods, this research aims to provide actionable insights into student engagement, well-being, and academic performance. The results can help educators tailor approaches to improve educational outcomes, mental health, and overall learning experiences.

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References

Altrabsheh, N., Cocea, M., & Fallahkhair, S. (2015). "Sentiment analysis: Towards a tool for educational support." In Proceedings of the International Conference on Advanced Learning Technologies.

Bollen, J., Mao, H., & Zeng, X. (2011). "Twitter mood predicts the stock market." Journal of Computational Science, 2(1), 1-8.

Devlin, J., Chang, M.-W., Lee, K., & Toutanova, K. (2018). "BERT: Pre-training of deep bidirectional transformers for language understanding." arXiv preprint arXiv:1810.04805.

Doshi, V., & Rathi, M. (2021). "Emotion detection in e-learning systems using AI-based sentiment analysis." International Journal of Engineering Research and Technology, 10(6), 223-230.

Peters, M. E., et al. (2018). "Deep contextualized word representations." In Proceedings of NAACL-HLT.

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Published

20-02-2025

Issue

Section

Research Articles

How to Cite

Sentiment Analysis for Education and Behavior Analysis Based on Their Sentiment State. (2025). International Journal of Scientific Research in Science and Technology, 12(1), 585-587. https://doi.org/10.32628/IJSRST2411480

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