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Expert-Informed Topic Models for Document Set Discovery
15 references·5 citing·42 second hop
Expert-Informed Topic Models for Document Set Discovery (2021)Expert-Informed Topic Models for Document…Automated Text Classification of News Articles: A Practical Guide (2020)Automated Text Classification…Content Analysis: An Introduction to Its Methodology (2019)Content Analysis: An Introduc…When Communication Meets Computation: Opportunities, Challenges, and Pitfalls in Computational Communication Science (2018)When Communication Meets Comp…Scaling up Content Analysis (2018)Scaling up Content AnalysisApplying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology (2018)Applying LDA Topic Modeling i…Text Preprocessing For Unsupervised Learning: Why It Matters, When It Misleads, And What To Do About It (2017)Text Preprocessing For Unsupe…Computer‐Assisted Keyword and Document Set Discovery from Unstructured Text (2017)Computer‐Assisted Keyword and…Big Social Data Analytics in Journalism and Mass Communication (2016)Big Social Data Analytics in …Quantitative analysis of large amounts of journalistic texts using topic modelling (2015)Quantitative analysis of larg…Qualitative content analysis: theoretical foundation, basic procedures and software solution (2014)Qualitative content analysis:…Qualitative Content Analysis: Theoretical Background and Procedures (2014)Qualitative Content Analysis:…Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts (2013)Text as Data: The Promise and…What Drives Media Slant? Evidence From U.S. Daily Newspapers (2010)What Drives Media Slant? Evid…Computer assisted text analysis in the social sciences (2010)Computer assisted text analys…Coefficient Kappa: Some Uses, Misuses, and Alternatives (1981)Coefficient Kappa: Some Uses,…Transforming Education Policy: Evaluating UAQTE Program Implementation Through LDA, BoW and TF-IDF Techniques (2024)Transforming Education Policy…WordPPR: A Researcher-Driven Computational Keyword Selection Method for Text Data Retrieval from Digital Media (2023)WordPPR: A Researcher-Driven …Big textual data research for operations management: topic modelling with grounded theory (2023)Big textual data research for…Is Constructive Engagement Online a Lost Cause? Toxic Outrage in Online User Comments Across Democratic Political Systems and Discussion Arenas (2022)Is Constructive Engagement On…The Integrative Complexity of Online User Comments Across Different Types of Democracy and Discussion Arenas (2021)The Integrative Complexity of…Content Analysis: An Introduction to its Methodology. (1984)Basics of Qualitative Research: Grounded Theory Procedures and Techniques. (1992)Designing and Conducting Mixed Methods Research (2007)Qualitative Content Analysis (2016)Qualitative Text Analysis: A Systematic Approach (2019)Sustainability through digital transformation: A systematic literature review for research guidance (2022)Framing: Toward Clarification of a Fractured Paradigm (1993)Structural Topic Models for Open‐Ended Survey Responses (2014)Smart literature review: a practical topic modelling approach to exploratory literature review (2019)Machine Learning for Social Science: An Agnostic Approach (2021)Rhetoric and frame analysis of ExxonMobil's climate change communications (2021)The Content Analysis Guidebook (2017)stm : An R Package for Structural Topic Models (2019)Text as Data (2019)Reliability of Content Analysis: The Case of Nominal Scale Coding (1955)A Coefficient of Agreement for Nominal Scales (1960)Weighted kappa: Nominal scale agreement provision for scaled disagreement or partial credit. (1968)Reliability of Nominal Data Based on Qualitative Judgments (1989)Measuring intercultural sensitivity: The intercultural development inventory (2003)Inter-Coder Agreement for Computational Linguistics (2008)Content Analysis in Mass Communication: Assessment and Reporting of Intercoder Reliability (2002)Reliability in Content Analysis. (2004)Comparing Twitter and Traditional Media Using Topic Models (2011)Big Data and Automation in Strategic Communication (2017)(Re)Claiming Our Expertise: Parsing Large Text Corpora With Manually Validated and Organic Dictionaries (2018)Predicting viewer gifting behavior in sports live streaming platforms: The impact of viewer perception and satisfaction (2022)The Discovery of Grounded Theory: Strategies for Qualitative Research. (1968)Basics of qualitative research : techniques and procedures for developing grounded theory (1998)The circular economy umbrella: Trends and gaps on integrating pathways (2017)Directed qualitative content analysis: the description and elaboration of its underpinning methods and data analysis process (2018)Qualitative Inhaltsanalyse (2019)Discourse Analysis (1983)A Topic Modeling Comparison Between LDA, NMF, Top2Vec, and BERTopic to Demystify Twitter Posts (2022)Bowling Alone: The Collapse and Revival of American Community (2000)All the News That's Fit to Sell: How the Market Transforms Information into News (2003)Extracting Policy Positions from Political Texts Using Words as Data (2003)Ideological Segregation Online and Offline * (2011)Media and Political Polarization (2013)Advertising Content and Consumer Engagement on Social Media: Evidence from Facebook (2017)Qualitative content analysis in nursing research: concepts, procedures and measures to achieve trustworthiness (2003)Three Approaches to Qualitative Content Analysis (2005)How to plan and perform a qualitative study using content analysis (2016)
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References

  • 2019Content Analysis: An Introduction to Its Methodology15,420 cited
  • 2013Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts3,290 cited
  • 2014Qualitative Content Analysis: Theoretical Background and Procedures2,336 cited
  • 2014Qualitative content analysis: theoretical foundation, basic procedures and software solution2,172 cited
  • 1981Coefficient Kappa: Some Uses, Misuses, and Alternatives1,575 cited
  • 2010What Drives Media Slant? Evidence From U.S. Daily Newspapers1,486 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
  • 2017Text Preprocessing For Unsupervised Learning: Why It Matters, When It Misleads, And What To Do About It466 cited
  • 2016Big Social Data Analytics in Journalism and Mass Communication230 cited
  • 2017Computer‐Assisted Keyword and Document Set Discovery from Unstructured Text229 cited
  • 2018When Communication Meets Computation: Opportunities, Challenges, and Pitfalls in Computational Communication Science198 cited
  • 2020Automated Text Classification of News Articles: A Practical Guide157 cited
  • 2018Scaling up Content Analysis64 cited

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  • 2010Computer assisted text analysis in the social sciences53 cited
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    • 2023WordPPR: A Researcher-Driven Computational Keyword Selection Method for Text Data Retrieval from Digital Media9 cited
    • 2023Big textual data research for operations management: topic modelling with grounded theory9 cited
    • 2024Transforming Education Policy: Evaluating UAQTE Program Implementation Through LDA, BoW and TF-IDF Techniques1 cited