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Social prediction: a new research paradigm based on machine learning
15 references·4 citing·37 second hop
Social prediction: a new research paradigm based on machine learning (2021)Social prediction: a new research paradig…The Impact of Machine Learning on Economics (2019)The Impact of Machine Learnin…Machine Learning for Sociology (2019)Machine Learning for SociologyPrediction and explanation in social systems (2017)Prediction and explanation in…Data ex Machina: Introduction to Big Data (2017)Data ex Machina: Introduction…Common Sense and Sociological Explanations (2014)Common Sense and Sociological…Big Data: New Tricks for Econometrics (2014)Big Data: New Tricks for Econ…Introduction—Topic models: What they are and why they matter (2013)Introduction—Topic models: Wh…Graphing the grammar of motives in National Security Strategies: Cultural interpretation, automated text analysis and the drama of global politics (2013)Graphing the grammar of motiv…Differentiating language usage through topic models (2013)Differentiating language usag…Computational Social Science (2009)Computational Social ScienceThe Essential Tension (1977)The Essential TensionThe Structure of Scientific Revolutions (1963)The Structure of Scientific R…The Structure of Scientific Revolutions (1963)The Structure of Scientific R…Fact, Fiction, and Forecast. (1955)Fact, Fiction, and Forecast.Studies in the Logic of Explanation (1948)Studies in the Logic of Expla…Sosyal Bilimlerde Büyük Veri Analitiği, Yapay Zeka ve Makine Öğreniminin Kullanımı (2023)Sosyal Bilimlerde Büyük Veri …Editorial: Big data and machine learning in sociology (2023)Editorial: Big data and machi…Social big data, sociología y ciencias sociales computacionales (2022)Social big data, sociología y…Machine Learning Modeling: A New Way to do Quantitative Research in Social Sciences in the Era of AI (2021)Machine Learning Modeling: A …The Function of General Laws in History (1942)Social Theory of International Politics (1999)The Nature of Theory in Information Systems1 (2006)Estimating the reproducibility of psychological science (2015)Why Are There Still So Many Jobs? The History and Future of Workplace Automation (2015)Human Decisions and Machine Predictions (2017)American Economic Review (2019)Forecasting: theory and practice (2022)Dynamic spread of happiness in a large social network: longitudinal analysis over 20 years in the Framingham Heart Study (2008)A 61-million-person experiment in social influence and political mobilization (2012)Private traits and attributes are predictable from digital records of human behavior (2013)Structural Topic Models for Open‐Ended Survey Responses (2014)The Statistical Crisis in Science (2014)Predictive model assessment in PLS-SEM: guidelines for using PLSpredict (2019)Improving PLS-SEM use for business marketing research (2023)Leakage and the reproducibility crisis in machine-learning-based science (2023)The Measurement of Meaning (1957)Course in General Linguistics (1960)Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts (2013)Computational Grounded Theory: A Methodological Framework (2017)The Geometry of Culture: Analyzing the Meanings of Class through Word Embeddings (2019)Topic Modeling in Management Research: Rendering New Theory from Textual Data (2019)The empirical case for two systems of reasoning. (1996)Are Emotions Natural Kinds? (2006)Learning by Expanding (2014)Mixed Methods Research: A Research Paradigm Whose Time Has Come (2004)Technological Pedagogical Content Knowledge: A Framework for Teacher Knowledge (2006)Toward a Definition of Mixed Methods Research (2007)Grounded theory research: Procedures, canons, and evaluative criteria (1990)Toward a Theory of Situation Awareness in Dynamic Systems (1995)Social Capital, Intellectual Capital, and the Organizational Advantage (1998)The Social Construction of Reality: A Treatise in the Sociology of Knowledge. (1967)Competing paradigms in qualitative research. (1994)Sample Size in Qualitative Interview Studies (2015)Machine learning in energy economics and finance: A review (2019)The GDP-Temperature relationship: Implications for climate change damages (2021)How is machine learning useful for macroeconomic forecasting? (2022)
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References

  • 1963The Structure of Scientific Revolutions35,276 cited
  • 1963The Structure of Scientific Revolutions21,164 cited
  • 1955Fact, Fiction, and Forecast.4,377 cited
  • 1977The Essential Tension3,860 cited
  • 2009Computational Social Science3,359 cited
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  • 2014Big Data: New Tricks for Econometrics1,574 cited
  • 2019The Impact of Machine Learning on Economics488 cited
  • 2013Introduction—Topic models: What they are and why they matter478 cited
  • 2017Prediction and explanation in social systems429 cited
  • 2017Data ex Machina: Introduction to Big Data304 cited
  • 2019Machine Learning for Sociology294 cited
  • 2014Common Sense and Sociological Explanations176 cited
  • 2013Differentiating language usage through topic models133 cited
  • 2013Graphing the grammar of motives in National Security Strategies: Cultural interpretation, automated text analysis and the drama of global politics125 cited

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  • 2023Editorial: Big data and machine learning in sociology

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16 cited
  • 2021Machine Learning Modeling: A New Way to do Quantitative Research in Social Sciences in the Era of AI14 cited
  • 2023Sosyal Bilimlerde Büyük Veri Analitiği, Yapay Zeka ve Makine Öğreniminin Kullanımı14 cited
  • 2022Social big data, sociología y ciencias sociales computacionales13 cited