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The World of Topic Modeling in R

Bibliographic Data

ID21758828
AuthorsGünter Wiedemann (0000-0002-4239-295X, Hans-Bredow-Institute, corresponding author), Gregor Wiedemann
Year2022
Volume70
Issue3
Pages286-291
Publication date2022-01-01
Open AccessYes
TypeARTICLE
VenueMedien & Kommunikationswissenschaft (JOURNAL)
Journal identifiersISSN: 1615-634X
PublisherNomos Verlag (PUBLISHER)
DOI10.5771/1615-634x-2022-3-286
OpenAlexW4288063783
LanguageEN
Citations received1
References cited8

This software review provides a systematic overview of R packages for topic modeling. These packages facilitate the application of computational text analysis to conduct research compatible with a wide variety of methodological frameworks employed in the social and communication sciences. For this overview, the analysis process is divided into four steps: preprocessing, inference, evaluation, and interpretation of topic models. The summary shows that the wide selection of R packages available today provides easy-to-use access to this increasingly popular computational social science method and contributes to its methodical standardization

Data science · Inference · Management science · Preprocessor · Programming language · Software engineering · Standardization · Computational and Text Analysis Methods · Computer Science · Engineering · Artificial Intelligence · Software

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    Open Access•Carson Sievert, Kenneth Shirley et al.•Proceedings of the Workshop on…•2014

  • STM

    Open Access•Miguel E Roberts, Margaret E Roberts et al.•Journal of Statistical Software•2019

  • Applying LDA Topic Modeling in Communication Research

    Daniel Maier, Annie Waldherr et al.•Communication Methods and Measures•2018

  • Topic modeling for frame analysis

    Open Access•Tuukka Ylä-Anttila, Veikko Eranti et al.•Global Media and Communication•2021

  • Topic models meet discourse analysis

    Thomas Jacobs, Robin Tschötschel•International Journal of Social…•2019

  • Text Preprocessing For Unsupervised Learning

    Open Access•Matthew J Denny, Arthur Spirling•Political Analysis•2018

  • Computational Grounded Theory

    Open Access•Livingston Krumah Nelson•Sociological Methods & Research•2020

Citations per year0.5
Citation span2024 - 2024 (1)
Highly citedNo

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Open DOIOpen Access
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