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Navigating fairness measures and trade-offs
16 references·0 citing·45 second hop
Navigating fairness measures and trade-offs (2023)Navigating fairness measures and trade-of…The statistical fairness field guide: perspectives from social and formal sciences (2022)The statistical fairness fiel…Exploring How Machine Learning Practitioners (Try To) Use Fairness Toolkits (2022)Exploring How Machine Learnin…Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning (2021)Understanding and Improving F…Formalising trade-offs beyond algorithmic fairness: lessons from ethical philosophy and welfare economics (2021)Formalising trade-offs beyond…Fairness in credit scoring: Assessment, implementation and profit implications (2021)Fairness in credit scoring: A…A Survey on Bias and Fairness in Machine Learning (2021)A Survey on Bias and Fairness…Model Cards for Model Reporting (2019)Model Cards for Model Reporti…Delayed Impact of Fair Machine Learning (2019)Delayed Impact of Fair Machin…Counterfactual Fairness (2017)Counterfactual FairnessAlgorithmic Decision Making and the Cost of Fairness (2017)Algorithmic Decision Making a…The WHO-5 Well-Being Index: A Systematic Review of the Literature (2015)The WHO-5 Well-Being Index: A…Health outcomes in economic evaluation: the QALY and utilities (2010)Health outcomes in economic e…New Measures of Well-Being (2009)New Measures of Well-BeingHOW SHOULD WE MEASURE THE "ECONOMIC" ASPECTS OF WELL-BEING? (2005)HOW SHOULD WE MEASURE THE "EC…Generalized Expected Utility Theory: The Rank-Dependent Model. (1994)Generalized Expected Utility …Justice as Fairness (1958)Justice as FairnessThe Satisfaction With Life Scale (1985)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. (2000)The Development and Validation of the Comprehensive Inventory of Thriving ( CIT ) and the Brief Inventory of Thriving ( BIT ) (2014)Mental Health Disparities Among College Students of Color (2018)Well-being is more than happiness and life satisfaction: a multidimensional analysis of 21 countries (2020)Quality of life and pharmacoeconomics in clinical trials (1996)The estimation of a preference-based measure of health from the SF-36 (2002)Methods for the Economic Evaluation of Health Care Programmes (2005)Validity and responsiveness of EuroQol-5 dimension (EQ-5D) versus Short Form-6 dimension (SF-6D) questionnaire in chronic pain (2013)A Health Opportunity Cost Threshold for Cost-Effectiveness Analysis in the United States (2020)An Introduction to the Main Types of Economic Evaluations Used for Informing Priority Setting and Resource Allocation in Healthcare: Key Features, Uses, and Limitations (2021)Fairness through awareness (2012)Big Data's Disparate Impact (2014)Equality of Opportunity in Supervised Learning (2016)Fairness definitions explained (2018)Fairness in Criminal Justice Risk Assessments: The State of the Art (2018)Machine behaviour (2019)Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)An empirical characterization of fair machine learning for clinical risk prediction (2020)Evaluation and Mitigation of Racial Bias in Clinical Machine Learning Models: Scoping Review (2022)Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): The TRIPOD Statement (2015)Data Feminism (2020)On the Opportunities and Risks of Foundation Models (2021)Structural Equations with Latent Variables. 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References

  • 2021A Survey on Bias and Fairness in Machine Learning5,798 cited
  • 1958Justice as Fairness5,760 cited
  • 2015The WHO-5 Well-Being Index: A Systematic Review of the Literature4,686 cited
  • 2019Model Cards for Model Reporting2,653 cited
  • 2009New Measures of Well-Being1,187 cited
  • 2017Algorithmic Decision Making and the Cost of Fairness1,149 cited
  • 2010Health outcomes in economic evaluation: the QALY and utilities1,122 cited
  • 2017Counterfactual Fairness995 cited
  • 2019Delayed Impact of Fair Machine Learning211 cited
  • 2021Fairness in credit scoring: Assessment, implementation and profit implications196 cited
  • 1994Generalized Expected Utility Theory: The Rank-Dependent Model.170 cited
  • 2005HOW SHOULD WE MEASURE THE "ECONOMIC" ASPECTS OF WELL-BEING?164 cited
  • 2022Exploring How Machine Learning Practitioners (Try To) Use Fairness Toolkits99 cited
  • 2021Formalising trade-offs beyond algorithmic fairness: lessons from ethical philosophy and welfare economics71 cited
  • 2022The statistical fairness field guide: perspectives from social and formal sciences51 cited
  • 2021

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Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning
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