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Fair Enough: Searching for Sufficient Measures of Fairness
16 references·1 citing·35 second hop
Fair Enough: Searching for Sufficient Measures of Fairness (2023)Fair Enough: Searching for Sufficient Mea…Inherent Tradeoffs in the Fair Determination of Risk Scores (2023)Inherent Tradeoffs in the Fai…On the apparent conflict between individual and group fairness (2020)On the apparent conflict betw…A comparative study of fairness-enhancing interventions in machine learning (2019)A comparative study of fairne…Fairness in Criminal Justice Risk Assessments: The State of the Art (2018)Fairness in Criminal Justice …Fairness definitions explained (2018)Fairness definitions explainedAI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias (2018)AI Fairness 360: An Extensibl…Semantics derived automatically from language corpora contain human-like biases (2017)Semantics derived automatical…Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness (2017)Preventing Fairness Gerrymand…Optimized Pre-Processing for Discrimination Prevention (2017)Optimized Pre-Processing for …On Fairness and Calibration (2017)On Fairness and CalibrationFairness Constraints: Mechanisms for Fair Classification (2015)Fairness Constraints: Mechani…Certifying and Removing Disparate Impact (2015)Certifying and Removing Dispa…Fairness-Aware Classifier with Prejudice Remover Regularizer (2012)Fairness-Aware Classifier wit…Data preprocessing techniques for classification without discrimination (2011)Data preprocessing techniques…New Effect Size Rules of Thumb (2009)New Effect Size Rules of ThumbWho Belongs in the Family? (1953)Who Belongs in the Family?Software Fairness: An Analysis and Survey (2025)Software Fairness: An Analysi…Improving the Productivity of America's Schools. (1984)The Impact of Peer Assessment on Academic Performance: A Meta-analysis of Control Group Studies (2019)Evidence of STEM enactment effectiveness in Asian student learning outcomes (2020)Statistics From A (Agreement) to Z (z Score): A Guide to Interpreting Common Measures of Association, Agreement, Diagnostic Accuracy, Effect Size, Heterogeneity, and Reliability in Medical Research (2021)Discrimination-aware data mining (2008)Three naive Bayes approaches for discrimination-free classification (2010)Fairness through awareness (2012)Fair, Transparent, and Accountable Algorithmic Decision-making Processes (2017)Trustworthy Artificial Intelligence: A Review (2022)Fairness in Machine Learning: A Survey (2023)Uniform Guidelines on Employee Selection Procedures (2007)European Union Regulations on Algorithmic Decision Making and a “Right to Explanation” (2017)A Survey on Bias and Fairness in Machine Learning (2021)Big Data's Disparate Impact (2014)Equality of Opportunity in Supervised Learning (2016)Algorithmic Decision Making and the Cost of Fairness (2017)Algorithmic content moderation: Technical and political challenges in the automation of platform governance (2020)Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)Bias in data‐driven artificial intelligence systems—An introductory survey (2020)Algorithmic Bias in Education (2021)Fairness and Bias in Artificial Intelligence: A Brief Survey of Sources, Impacts, and Mitigation Strategies (2023)Measuring individual differences in implicit cognition: The implicit association test. (1998)Dissecting racial bias in an algorithm used to manage the health of populations (2019)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)Elementary Linkage Analysis for Isolating Orthogonal and Oblique Types and Typal Relevancies (1957)Developmental and instructional analyses of children's metacognition and reading comprehension. (1988)A Review of Data-Driven Market Segmentation in Tourism (2002)Counterfactual Fairness (2017)AI Fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias (2019)A Framework of Potential Sources of Harm Throughout the Machine Learning Life Cycle (2021)A Review on Fairness in Machine Learning (2022)Trustworthy AI: From Principles to Practices (2022)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

  • 2009New Effect Size Rules of Thumb3,244 cited
  • 2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
  • 1953Who Belongs in the Family?2,110 cited
  • 2015Certifying and Removing Disparate Impact1,827 cited
  • 2011Data preprocessing techniques for classification without discrimination1,304 cited
  • 2018Fairness definitions explained1,125 cited
  • 2018Fairness in Criminal Justice Risk Assessments: The State of the Art986 cited
  • 2012Fairness-Aware Classifier with Prejudice Remover Regularizer694 cited
  • 2015Fairness Constraints: Mechanisms for Fair Classification644 cited
  • 2019A comparative study of fairness-enhancing interventions in machine learning601 cited
  • 2017On Fairness and Calibration509 cited
  • 2017Optimized Pre-Processing for Discrimination Prevention459 cited
  • 2018AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias437 cited
  • 2017Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness403 cited
  • 2020On the apparent conflict between individual and group fairness312 cited

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2023
Inherent Tradeoffs in the Fair Determination of Risk Scores
309 cited

Cited by

  • 2025Software Fairness: An Analysis and Survey23 cited