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Text Mining of Open-Ended Questions in Self-Assessment of University Teachers: An LDA Topic Modeling Approach
6 references·16 citing·46 second hop
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References

  • 2014Structural Topic Models for Open‐Ended Survey Responses1,967 cited
  • 2018Applying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology847 cited
  • 2015Quantitative analysis of large amounts of journalistic texts using topic modelling532 cited
  • 2016An overview of topic modeling and its current applications in bioinformatics392 cited
  • 2018A Review of Best Practice Recommendations for Text Analysis in R (and a User-Friendly App)191 cited
  • 2019InfraNodus: Generating Insight Using Text Network Analysis119 cited

Cited by

  • 2022Machine and expert judgments of student perceptions of teaching behavior in secondary education: Added value of topic modeling with big data61 cited
  • 2025Large Language Models for Thematic Summarization in Qualitative Health Care Research: Comparative Analysis of Model and Human Performance59 cited
  • 2024Insights into sustainability and circular economy trends in luxury fashion: A LinkedIn topic modelling study35 cited
  • 2021Airbnb rental price modeling based on Latent Dirichlet Allocation and MESF-XGBoost composite model25 cited
  • 2022A survey of the literature: how scholars use text mining in Educational Studies?23 cited
  • 2022Latent Dirichlet allocation topic modeling of free‐text responses exploring the negative impact of the early COVID ‐19 pandemic on research in nursing18 cited
  • 2025Balancing human and machine coding: Evaluating the credibility and potential of topic modeling for open-ended survey responses

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13 cited
  • 2025Mapping the emergence and maturation of sustainable supply chain technologies: a patent-based assessment of technology life cycles9 cited
  • 2022Automatic Coding Mechanisms for Open-Ended Questions in Journalism Surveys: An Application Guide8 cited
  • 2024LDA Topic Modeling for Bioinformatics Terms in arXiv Documents7 cited
  • 2024Evaluating LLM-Generated Topics from Survey Responses: Identifying Challenges in Recruiting Participants through Crowdsourcing5 cited
  • 2025Topic recognition and refined evolution path analysis of literature in the field of cybersecurity5 cited
  • 2024Is Natural Language Processing Effective in Education Research? A case study in student perceptions of TA support3 cited
  • 2025Bridging the gap in urban studies: combining topic modeling and discourse theory in big data analysis3 cited
  • 2023Latent topics identification from the articles of Sri Lankan authors using LDA3 cited
  • 2021Discovering emerging topics in textual corpora of galleries, libraries, archives, and museums institutions3 cited