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Predicting and explaining with machine learning models: Social science as a touchstone
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References

  • 2019Dissecting racial bias in an algorithm used to manage the health of populations7,086 cited
  • 2015Stanford Encyclopedia of Philosophy5,309 cited
  • 2002Agent-based modeling: Methods and techniques for simulating human systems4,496 cited
  • 2007The black swan: the impact of the highly improbable3,454 cited
  • 2004Making things happen: a theory of causal explanation3,371 cited
  • 1948Studies in the Logic of Explanation3,173 cited
  • 2010To Explain or to Predict?2,974 cited
  • 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
  • 2017Choosing Prediction Over Explanation in Psychology: Lessons From Machine Learning1,928 cited
  • 2005The social structures of the economy1,772 cited
  • 2010Causal Mechanisms in the Social Sciences1,641 cited
  • 2017Human Decisions and Machine Predictions1,039 cited
  • 2001Stanford encyclopedia of philosophy906 cited
  • 2017Beyond prediction: Using big data for policy problems575 cited
  • 2020A large-scale analysis of racial disparities in police stops across the United States551 cited
  • 2017

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Human Decisions and Machine Predictions
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