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Measuring Fairness Under Unawareness of Sensitive Attributes: A Quantification-Based Approach
16 references·0 citing·35 second hop
Measuring Fairness Under Unawareness of Sensitive Attributes: A Quantification-Based Approach (2023)Measuring Fairness Under Unawareness of S…Fairness-Aware Ranking in Search & Recommendation Systems with Application to LinkedIn Talent Search (2019)Fairness-Aware Ranking in Sea…Fairness in Recommendation Ranking through Pairwise Comparisons (2019)Fairness in Recommendation Ra…Fairness and Abstraction in Sociotechnical Systems (2019)Fairness and Abstraction in S…Dissecting racial bias in an algorithm used to manage the health of populations (2019)Dissecting racial bias in an …Actionable Auditing (2019)Actionable AuditingThe Misgendering Machines (2018)The Misgendering MachinesGender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification (2018)Gender Shades: Intersectional…Fairness in Criminal Justice Risk Assessments: The State of the Art (2018)Fairness in Criminal Justice …A Reductions Approach to Fair Classification (2018)A Reductions Approach to Fair…Fairer machine learning in the real world: Mitigating discrimination without collecting sensitive data (2017)Fairer machine learning in th…Equality of Opportunity in Supervised Learning (2016)Equality of Opportunity in Su…Fairness Constraints: Mechanisms for Fair Classification (2015)Fairness Constraints: Mechani…Fairness through awareness (2012)Fairness through awarenessDiscrimination-aware data mining (2008)Discrimination-aware data min…Are Emily and Greg More Employable than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination (2003)Are Emily and Greg More Emplo…Chapter 12: What does the Anthropocene hold for citizenship? (1905)Chapter 12: What does the Ant…Incorporating Fairness into Game Theory and Economics (2011)Princeton University Press (2017)A Survey on Bias and Fairness in Machine Learning (2021)The Economics of Discrimination. (1972)The Statistical Theory of Racism and Sexism. (1972)The Causes and Consequences of Distinctively Black Names (2004)THE THEORY OF DISCRIMINATION (2015)Conceptualizing color-evasiveness: using dis/ability critical race theory to expand a color-blind racial ideology in education and society (2016)Field Experiments on Discrimination (2016)Big Data's Disparate Impact (2014)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)The Social Construction of Facts and Artefacts: or How the Sociology of Science and the Sociology of Technology might Benefit Each Other (1984)Science in action : how to follow scientists and engineers through society (1987)Science in Action: How to Follow Scientists and Engineers through Society (1988)On the Opportunities and Risks of Foundation Models (2021)Accountability in algorithmic decision making (2016)How the machine ‘thinks’: Understanding opacity in machine learning algorithms (2016)Legal and human rights issues of AI: Gaps, challenges and vulnerabilities (2020)Roles for computing in social change (2020)Ethics of AI-Enabled Recruiting and Selection: A Review and Research Agenda (2022)Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)Semantics derived automatically from language corpora contain human-like biases (2017)Decolonial AI: Decolonial Theory as Sociotechnical Foresight in Artificial Intelligence (2020)Addressing bias in big data and AI for health care: A call for open science (2021)Algorithmic Bias in Education (2021)Fairness-Aware Classifier with Prejudice Remover Regularizer (2012)Fair, Transparent, and Accountable Algorithmic Decision-making Processes (2017)'It's Reducing a Human Being to a Percentage' (2018)Algorithmic Decision Making and the Cost of Fairness (2017)Fairness definitions explained (2018)Algorithmic content moderation: Technical and political challenges in the automation of platform governance (2020)The Ethics of AI Ethics: An Evaluation of Guidelines (2020)Building an inclusive definition of e-learning: An approach to the conceptual framework (2012)Active accessibility: A review of operational measures of walking and cycling accessibility (2015)Learner Engagement in Blended Learning Environments: A Conceptual Framework (2019)
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References

  • 1905Chapter 12: What does the Anthropocene hold for citizenship?11,532 cited
  • 2019Dissecting racial bias in an algorithm used to manage the health of populations7,086 cited
  • 2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 cited
  • 2012Fairness through awareness3,501 cited
  • 2016Equality of Opportunity in Supervised Learning2,535 cited
  • 2019Fairness and Abstraction in Sociotechnical Systems1,621 cited
  • 2003Are Emily and Greg More Employable than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination1,020 cited
  • 2018Fairness in Criminal Justice Risk Assessments: The State of the Art986 cited
  • 2008Discrimination-aware data mining676 cited
  • 2019Actionable Auditing650 cited
  • 2015Fairness Constraints: Mechanisms for Fair Classification644 cited
  • 2017Fairer machine learning in the real world: Mitigating discrimination without collecting sensitive data511 cited
  • 2018The Misgendering Machines505 cited
  • 2019Fairness-Aware Ranking in Search & Recommendation Systems with Application to LinkedIn Talent Search382 cited
  • 2019Fairness in Recommendation Ranking through Pairwise Comparisons

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369 cited
  • 2018A Reductions Approach to Fair Classification364 cited
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