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Structural Topic Modeling For Social Scientists: A Brief Case Study with Social Movement Studies Literature, 2005–2017
13 references·16 citing·38 second hop
Structural Topic Modeling For Social Scientists: A Brief Case Study with Social Movement Studies Literature, 2005–2017 (2019)Structural Topic Modeling For Social Scie…An Introduction to Text Mining: Research Design, Data Collection, and Analysis (2018)An Introduction to Text Minin…Text Mining: A Guidebook for the Social Sciences (2017)Text Mining: A Guidebook for …Computer‐Assisted Keyword and Document Set Discovery from Unstructured Text (2017)Computer‐Assisted Keyword and…Computational Grounded Theory: A Methodological Framework (2017)Computational Grounded Theory…Machine Translation: Mining Text for Social Theory (2016)Machine Translation: Mining T…The cultural environment: measuring culture with big data (2014)The cultural environment: mea…Structural Topic Models for Open‐Ended Survey Responses (2014)Structural Topic Models for O…stm: R Package for Structural Topic Models (2014)stm: R Package for Structural…Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts (2013)Text as Data: The Promise and…Introduction—Topic models: What they are and why they matter (2013)Introduction—Topic models: Wh…Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding (2013)Exploiting affinities between…A Theory of Fields (2012)A Theory of FieldsEmpirical study of topic modeling in Twitter (2010)Empirical study of topic mode…The evolution of university technology transfer research: a text mining approach (2025)The evolution of university t…The ethics of national artificial intelligence plans: an empirical lens (2025)The ethics of national artifi…Beyond Theory: Leveraging Business Intelligence Tools to Uncover Actionable Pathways for Mapping the Intention–Behavior Gap in Behavioral Sciences (2025)Beyond Theory: Leveraging Bus…Young adults’ pathway to digital entrepreneurship: from ideas to innovation (2024)Young adults’ pathway to digi…High-performance computing in healthcare: An automatic literature analysis perspective (2024)High-performance computing in…Exploring cognitive-behavioral drivers impacting consumer continuance intention of fitness apps using a hybrid approach of text mining, SEM, and ANN (2024)Exploring cognitive-behaviora…Application of structural topic modeling in a literature review of air transport (2024)Application of structural top…The promise of machine-learning- driven text analysis techniques for historical research: topic modeling and word embedding (2023)The promise of machine-learni…Smart investigation of artificial intelligence in renewable energy system technologies by natural language processing: Insightful pattern for decision-makers (2023)Smart investigation of artifi…Delineating development trends of nanotechnology in the semiconductor industry: Focusing on the relationship between science and technology by employing structural topic model (2023)Delineating development trend…The Extended Computational Case Method: A Framework for Research Design (2022)The Extended Computational Ca…Text-Mining Open-Ended Survey Responses Using Structural Topic Modeling: A Practical Demonstration to Understand Parents’ Coping Methods During the COVID-19 Pandemic in Singapore (2022)Text-Mining Open-Ended Survey…Research Topics and Collaboration in Human Resource Development Review 2012–2021: A Bibliometrics Approach (2022)Research Topics and Collabora…What topic modelling can show about the development of agricultural economics: evidence from the Journal Citation Report category top journals (2021)What topic modelling can show…Topic models do not model topics: epistemological remarks and steps towards best practices (2021)Topic models do not model top…History in the Era of Massive Data (2021)History in the Era of Massive…Stigma: Notes on the Management of Spoiled Identity (1969)The Interpretation of Cultures: Selected Essays. (1975)Content Analysis: An Introduction to its Methodology. (1984)Corporate funding and ideological polarization about climate change (2015)The Ethics of Big Data: Current and Foreseeable Issues in Biomedical Contexts (2015)Potential Biases in Big Data: Omitted Voices on Social Media (2018)The Content Analysis Guidebook (2017)Content Analysis: An Introduction to Its Methodology (2019)stm : An R Package for Structural Topic Models (2019)Text as Data (2019)Content Analysis in Mass Communication: Assessment and Reporting of Intercoder Reliability (2002)Computational Social Science (2009)A Model of Text for Experimentation in the Social Sciences (2016)The Diversity–Innovation Paradox in Science (2020)Content Analysis for the Social Sciences and Humanities. (1970)Course in General Linguistics (2017)Applying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology (2018)The Geometry of Culture: Analyzing the Meanings of Class through Word Embeddings (2019)Why Most Published Research Findings Are False (2005)False-Positive Psychology (2011)Measuring Economic Policy Uncertainty* (2016)Machine Learning for Sociology (2019)Computational Social Science and Sociology (2020)The Discovery of Grounded Theory: Strategies for Qualitative Research. (1968)Constructing grounded theory (2014)Topic Modeling in Management Research: Rendering New Theory from Textual Data (2019)Machine Learning for Social Science: An Agnostic Approach (2021)The Measurement of Meaning (1957)Course in General Linguistics (1960)Comparing Twitter and Traditional Media Using Topic Models (2011)Is the Sample Good Enough? Comparing Data from Twitter's Streaming API with Twitter's Firehose (2021)A Topic Modeling Comparison Between LDA, NMF, Top2Vec, and BERTopic to Demystify Twitter Posts (2022)Detecting latent topics and trends in educational technologies over four decades using structural topic modeling: A retrospective of all volumes of Computers & Education (2020)Mobilizing Policy (In)Capacity to Fight COVID-19: Understanding Variations in State Responses (2020)Evolution of artificial intelligence research in Technological Forecasting and Social Change: Research topics, trends, and future directions (2023)Institutionalizing delay: foundation funding and the creation of U.S. climate change counter-movement organizations (2013)Keeping up Appearances (2013)Designing and Implementing Cross‐Sector Collaborations: Needed and Challenging (2015)
this work references cited by second hop

References

  • 2013Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts3,290 cited
  • 2014Structural Topic Models for Open‐Ended Survey Responses1,967 cited
  • 2012A Theory of Fields1,857 cited
  • 2013Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding1,149 cited
  • 2010Empirical study of topic modeling in Twitter1,145 cited
  • 2017Computational Grounded Theory: A Methodological Framework702 cited
  • 2013Introduction—Topic models: What they are and why they matter478 cited
  • 2014stm: R Package for Structural Topic Models369 cited
  • 2016Machine Translation: Mining Text for Social Theory335 cited
  • 2014The cultural environment: measuring culture with big data319 cited
  • 2017Computer‐Assisted Keyword and Document Set Discovery from Unstructured Text229 cited
  • 2017Text Mining: A Guidebook for the Social Sciences164 cited
  • 2018An Introduction to Text Mining: Research Design, Data Collection, and Analysis107 cited

Cited by

  • 2021Topic models do not model topics: epistemological remarks and steps towards best practices42 cited
  • 2022

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The Extended Computational Case Method: A Framework for Research Design
35 cited
  • 2023Delineating development trends of nanotechnology in the semiconductor industry: Focusing on the relationship between science and technology by employing structural topic model35 cited
  • 2024Exploring cognitive-behavioral drivers impacting consumer continuance intention of fitness apps using a hybrid approach of text mining, SEM, and ANN34 cited
  • 2021History in the Era of Massive Data32 cited
  • 2022Text-Mining Open-Ended Survey Responses Using Structural Topic Modeling: A Practical Demonstration to Understand Parents’ Coping Methods During the COVID-19 Pandemic in Singapore22 cited
  • 2024High-performance computing in healthcare: An automatic literature analysis perspective21 cited
  • 2022Research Topics and Collaboration in Human Resource Development Review 2012–2021: A Bibliometrics Approach20 cited
  • 2023Smart investigation of artificial intelligence in renewable energy system technologies by natural language processing: Insightful pattern for decision-makers18 cited
  • 2025The ethics of national artificial intelligence plans: an empirical lens17 cited
  • 2024Young adults’ pathway to digital entrepreneurship: from ideas to innovation15 cited
  • 2025Beyond Theory: Leveraging Business Intelligence Tools to Uncover Actionable Pathways for Mapping the Intention–Behavior Gap in Behavioral Sciences14 cited
  • 2025The evolution of university technology transfer research: a text mining approach14 cited
  • 2021What topic modelling can show about the development of agricultural economics: evidence from the Journal Citation Report category top journals14 cited
  • 2023The promise of machine-learning- driven text analysis techniques for historical research: topic modeling and word embedding13 cited
  • 2024Application of structural topic modeling in a literature review of air transport12 cited