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The importance of expert knowledge in big data and machine learning
15 references·1 citing·36 second hop
The importance of expert knowledge in big data and machine learning (2023)The importance of expert knowledge in big…The Atlas of AI (2021)The Atlas of AIBig data and prediction: Four case studies (2019)Big data and prediction: Four…A New Functional Approach to Scientific Progress (2019)A New Functional Approach to …The Causal Nature of Modeling with Big Data (2015)The Causal Nature of Modeling…Aspects of Theory-Ladenness in Data-Intensive Science (2015)Aspects of Theory-Ladenness i…Big Data, new epistemologies and paradigm shifts (2014)Big Data, new epistemologies …Introduction: philosophy of science in practice (2011)Introduction: philosophy of s…Agnostic Science. Towards a Philosophy of Data Analysis (2010)Agnostic Science. Towards a P…"The End of Theory: The Data Deluge Makes the Scientific Method Obsolete" (2008)"The End of Theory: The Data …What Is Scientific Progress? (2007)What Is Scientific Progress?Thing Knowledge (2005)Thing KnowledgeThe Scientific Image (1980)The Scientific ImagePhilosophy of Natural Science (1966)Philosophy of Natural ScienceFrontiers of Science and Philosophy (1963)Frontiers of Science and Phil…The Aim and Structure of Physical Theory (1954)The Aim and Structure of Phys…The Immortal Science of ML: Machine Learning and the Theory-Free Ideal (2025)The Immortal Science of ML: M…The idea of history (1946)THE STRUCTURE OF SCIENTIFIC REVOLUTIONS (1963)Knowledge and Its Limits (2000)How the growth of science ends theory change (2009)Scientific progress as increasing verisimilitude (2014)Scientific progress: Knowledge versus understanding (2016)The Structure of Scientific Revolutions (1963)CRITICAL QUESTIONS FOR BIG DATA (2012)Algorithmic regulation: A critical interrogation (2017)Working and organizing in the age of the learning algorithm (2018)A Topic Modeling Comparison Between LDA, NMF, Top2Vec, and BERTopic to Demystify Twitter Posts (2022)The Structure of Scientific Revolutions (2017)Thinking about Progress: From Science to Philosophy (2021)Knowing Science (2022)Scientific Progress (2023)Design and natural science research on information technology (1995)Developing relationships in business networks (1995)Positioning and Presenting Design Science Research for Maximum Impact1 (2013)The many faces of biological individuality (2016)Why do you publish? On the tensions between generating scientific knowledge and publication pressure (2017)Philosophy in Science: Can Philosophers of Science Permeate through Science and Produce Scientific Knowledge? (2021)Falsification and the Methodology of Scientific Research Programmes (1976)The Nature of Theory in Information Systems1 (2006)A Realist Theory of Science (2013)Ethical framework for Artificial Intelligence and Digital technologies (2021)The Society of Algorithms (2021)Trustworthy Artificial Intelligence: A Review (2022)The agent-structure problem in international relations theory (1987)Verification, Validation, and Confirmation of Numerical Models in the Earth Sciences (1994)Knowledge in a Social World (1999)Stylistic Variation in Evolutionary Perspective: Inferences from Decorative Diversity and Interassemblage Distance in Illinois Woodland Ceramic Assemblages (1995)The Instrumental Value of Explanations (2011)Introduction: Understanding the Digital Humanities (2012)Data science and prediction (2013)A formal definition of Big Data based on its essential features (2016)Data Feminism (2020)
this work references cited by second hop

References

  • 1980The Scientific Image4,681 cited
  • 1966Philosophy of Natural Science2,530 cited
  • 2014Big Data, new epistemologies and paradigm shifts2,351 cited
  • 1954The Aim and Structure of Physical Theory2,128 cited
  • 2008"The End of Theory: The Data Deluge Makes the Scientific Method Obsolete"1,064 cited
  • 2021The Atlas of AI740 cited
  • 2007What Is Scientific Progress?243 cited
  • 1963Frontiers of Science and Philosophy224 cited
  • 2011Introduction: philosophy of science in practice107 cited
  • 2019A New Functional Approach to Scientific Progress91 cited
  • 2010Agnostic Science. Towards a Philosophy of Data Analysis68 cited
  • 2015Aspects of Theory-Ladenness in Data-Intensive Science60 cited
  • 2015The Causal Nature of Modeling with Big Data58 cited
  • 2005Thing Knowledge49 cited
  • 2019Big data and prediction: Four case studies39 cited

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  • 2025The Immortal Science of ML: Machine Learning and the Theory-Free Ideal10 cited

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