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Eliminating unintended bias in personalized policies using bias-eliminating adapted trees (BEAT)
16 references·1 citing·44 second hop
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(2007)FA*IR (2017)The Fallacy of AI Functionality (2022)Fairness in recommender systems: research landscape and future directions (2023)Toward an adequate taxonomy of personality attributes: Replicated factor structure in peer nomination personality ratings. (1963)Discriminated by an algorithm: a systematic review of discrimination and fairness by algorithmic decision-making in the context of HR recruitment and HR development (2020)A Framework of Potential Sources of Harm Throughout the Machine Learning Life Cycle (2021)Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment (2016)Fairness Beyond Disparate Treatment & Disparate Impact (2017)Algorithmic Fairness: Choices, Assumptions, and Definitions (2020)
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References

  • 2012Fairness through awareness3,501 cited
  • 2015Certifying and Removing Disparate Impact1,827 cited
  • 2018Mitigating Unwanted Biases with Adversarial Learning1,387 cited
  • 2019Algorithmic Bias? An Empirical Study of Apparent Gender-Based Discrimination in the Display of STEM Career Ads854 cited
  • 2020Mitigating bias in algorithmic hiring830 cited
  • 2012Fairness-Aware Classifier with Prejudice Remover Regularizer694 cited
  • 2015Fairness Constraints: Mechanisms for Fair Classification644 cited
  • 2018A Reductions Approach to Fair Classification364 cited
  • 2017Retention Futility: Targeting High-Risk Customers Might be Ineffective292 cited
  • 2021The (Im)possibility of fairness262 cited
  • 2018Targeting and Privacy in Mobile Advertising220 cited
  • 2018How Algorithms Discriminate Based on Data They Lack: Challenges, Solutions, and Policy Implications197 cited
  • 2019An algorithm for removing sensitive information: Application to race-independent recidivism prediction141 cited
  • 2019Bias Mitigation Post-processing for Individual and Group Fairness135 cited
  • 2019Economics, Fairness and Algorithmic Bias126 cited

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  • 2020Algorithms as discrimination detectors95 cited
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    • 2024Algorithmic bias: Social science research integration through the 3-D Dependable AI Framework21 cited