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Awareness in practice
16 references·9 citing·27 second hop
Awareness in practice (2020)Awareness in practiceImproving Fairness in Machine Learning Systems (2019)Improving Fairness in Machine…Fairness and Abstraction in Sociotechnical Systems (2019)Fairness and Abstraction in S…50 Years of Test (Un)fairness (2019)50 Years of Test (Un)fairnessGender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification (2018)Gender Shades: Intersectional…Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector Decision-Making (2018)Fairness and Accountability D…Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness (2017)Preventing Fairness Gerrymand…Fairer machine learning in the real world: Mitigating discrimination without collecting sensitive data (2017)Fairer machine learning in th…Algorithmic Decision Making and the Cost of Fairness (2017)Algorithmic Decision Making a…Equality of Opportunity in Supervised Learning (2016)Equality of Opportunity in Su…Certifying and Removing Disparate Impact (2015)Certifying and Removing Dispa…Big Data's Disparate Impact (2014)Big Data's Disparate ImpactFairness through awareness (2012)Fairness through awarenessData preprocessing techniques for classification without discrimination (2011)Data preprocessing techniques…Discrimination-aware data mining (2008)Discrimination-aware data min…Health Care Disparities (2003)Health Care DisparitiesReport of the Secretary's Task Force on Black and Minority Health. (1986)Report of the Secretary's Tas…Having your Privacy Cake and Eating it Too: Platform-supported Auditing of Social Media Algorithms for Public Interest (2023)Having your Privacy Cake and …Fairness Without Demographic Data: A Survey of Approaches (2023)Fairness Without Demographic …Measuring Fairness of Rankings under Noisy Sensitive Information (2022)Measuring Fairness of Ranking…Long-term Dynamics of Fairness Intervention in Connection Recommender Systems (2022)Long-term Dynamics of Fairnes…Equalizing Credit Opportunity in Algorithms (2022)Equalizing Credit Opportunity…Data Representativeness in Accessibility Datasets: A Meta-Analysis (2022)Data Representativeness in Ac…When Fair Ranking Meets Uncertain Inference (2021)When Fair Ranking Meets Uncer…S2AND: A Benchmark and Evaluation System for Author Name Disambiguation (2021)S2AND: A Benchmark and Evalua…"What We Can't Measure, We Can't Understand": Challenges to Demographic Data Procurement in the Pursuit of Fairness (2020)"What We Can't Measure, We Ca…Uniform Guidelines on Employee Selection Procedures (2007)European Union Regulations on Algorithmic Decision Making and a “Right to Explanation” (2017)Semantics derived automatically from language corpora contain human-like biases (2017)A Survey on Bias and Fairness in Machine Learning (2021)Incorporating Fairness into Game Theory and Economics (2011)How the machine ‘thinks’: Understanding opacity in machine learning algorithms (2016)Princeton University Press (2017)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)Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)Algorithmic bias: review, synthesis, and future research directions (2021)Taxonomy of Risks posed by Language Models (2022)Fairness and Bias in Artificial Intelligence: A Brief Survey of Sources, Impacts, and Mitigation Strategies (2023)Discrimination and racial disparities in health: evidence and needed research (2008)Implicit Racial/Ethnic Bias Among Health Care Professionals and Its Influence on Health Care Outcomes: A Systematic Review (2015)Racism and Health: Evidence and Needed Research (2019)Counterfactual Fairness (2017)Fairness in Criminal Justice Risk Assessments: The State of the Art (2018)AI Fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias (2019)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)Fairness definitions explained (2018)Machine behaviour (2019)The Ethics of AI Ethics: An Evaluation of Guidelines (2020)The ethics of algorithms: Mapping the debate (2016)Dissecting racial bias in an algorithm used to manage the health of populations (2019)
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References

  • 2003Health Care Disparities4,524 cited
  • 2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 cited
  • 2012Fairness through awareness3,501 cited
  • 2014Big Data's Disparate Impact3,046 cited
  • 2016Equality of Opportunity in Supervised Learning2,535 cited
  • 2015Certifying and Removing Disparate Impact1,827 cited
  • 2019Fairness and Abstraction in Sociotechnical Systems1,621 cited
  • 2011Data preprocessing techniques for classification without discrimination1,304 cited
  • 2017Algorithmic Decision Making and the Cost of Fairness1,149 cited
  • 2019Improving Fairness in Machine Learning Systems776 cited
  • 2008Discrimination-aware data mining676 cited
  • 2017Fairer machine learning in the real world: Mitigating discrimination without collecting sensitive data511 cited
  • 2018Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector Decision-Making491 cited
  • 2017Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness403 cited
  • 1986Report of the Secretary's Task Force on Black and Minority Health.310 cited

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2019
50 Years of Test (Un)fairness
297 cited

Cited by

  • 2022Data Representativeness in Accessibility Datasets: A Meta-Analysis38 cited
  • 2021When Fair Ranking Meets Uncertain Inference32 cited
  • 2021S2AND: A Benchmark and Evaluation System for Author Name Disambiguation29 cited
  • 2022Equalizing Credit Opportunity in Algorithms24 cited
  • 2023Fairness Without Demographic Data: A Survey of Approaches21 cited
  • 2020"What We Can't Measure, We Can't Understand": Challenges to Demographic Data Procurement in the Pursuit of Fairness21 cited
  • 2023Having your Privacy Cake and Eating it Too: Platform-supported Auditing of Social Media Algorithms for Public Interest19 cited
  • 2022Long-term Dynamics of Fairness Intervention in Connection Recommender Systems16 cited
  • 2022Measuring Fairness of Rankings under Noisy Sensitive Information14 cited