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A Quest for Transparent and Reproducible Text-Mining Methodologies in Computational Social Science
13 references·3 citing·49 second hop
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References

  • 2013Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding1,149 cited
  • 2017Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy1,058 cited
  • 2017Computational Grounded Theory: A Methodological Framework702 cited
  • 1998Measuring Meaning Structures615 cited
  • 2016Machine Translation: Mining Text for Social Theory335 cited
  • 2017Seeing Like the Fed: Culture, Cognition, and Framing in the Failure to Anticipate the Financial Crisis of 2008227 cited
  • 2015Lexical shifts, substantive changes, and continuity in State of the Union discourse, 1790–2014182 cited
  • 2013Graphing the grammar of motives in National Security Strategies: Cultural interpretation, automated text analysis and the drama of global politics125 cited
  • 2012Reinventing Evidence in Social Inquiry95 cited
  • 2015Ontologies, methodologies, and new uses of Big Data in the social and cultural sciences92 cited
  • 2008Parsing, Semantic Networks, and Political Authority Using Syntactic Analysis to Extract Semantic Relations from Dutch Newspaper Articles85 cited
  • 2015Toward a computational hermeneutics79 cited
  • 2013Network analysis of narrative content in large corpora40 cited

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How to prepare data for the automatic classification of politically related beliefs expressed on Twitter? The consequences of researchers’ decisions on the number of coders, the algorithm learning procedure, and the pre-processing steps on the performance of supervised models
5 cited
  • 2021Computerlinguistische Verfahren zur Vermessung wissenschaftsdisziplinärer Kommunikation. Eine exemplarische Studie über die Berufs- und Wirtschaftspädagogik3 cited
  • 2023Sozial- und Ideengestalt der Ökonomischen Bildung im Lichte ihrer disziplinären Kommunikation. Eine computerlinguistische Analyse der Tagungsbände der Deutschen Gesellschaft für Ökonomische Bildung1 cited