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Extending the Machine Learning Abstraction Boundary: A Complex Systems Approach to Incorporate Societal Context
16 references·1 citing·33 second hop
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References

  • 2017A THEORY OF HUMAN MOTIVATION11,320 cited
  • 2000Business Dynamics: Systems Thinking and Modeling for a Complex World9,353 cited
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  • 2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 cited
  • 2016Equality of Opportunity in Supervised Learning2,535 cited
  • 2018The Economy as an Evolving Complex System II2,313 cited
  • 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
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  • 1986The Sociology of an Actor-Network: The Case of the Electric Vehicle1,618 cited
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  • 1969Urban Dynamics1,570 cited
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  • 1994System dynamics, systems thinking, and soft OR1,118 cited
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    • 2023Ecosystem Graphs: The Social Footprint of Foundation Models14 cited