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Fair Representation: Guaranteeing Approximate Multiple Group Fairness for Unknown Tasks
16 references·0 citing·26 second hop
Fair Representation: Guaranteeing Approximate Multiple Group Fairness for Unknown Tasks (2022)Fair Representation: Guaranteeing Approxi…On the Rise of FinTechs: Credit Scoring Using Digital Footprints (2019)On the Rise of FinTechs: Cred…On Measuring Social Biases in Sentence Encoders (2019)On Measuring Social Biases in…Dissecting racial bias in an algorithm used to manage the health of populations (2019)Dissecting racial bias in an …Learning Adversarially Fair and Transferable Representations (2018)Learning Adversarially Fair a…Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification (2018)Gender Shades: Intersectional…Semantics derived automatically from language corpora contain human-like biases (2017)Semantics derived automatical…Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)Fair Prediction with Disparat…Beyond Binary Labels: Political Ideology Prediction of Twitter Users (2017)Beyond Binary Labels: Politic…Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings (2016)Man is to Computer Programmer…Equality of Opportunity in Supervised Learning (2016)Equality of Opportunity in Su…Certifying and Removing Disparate Impact (2015)Certifying and Removing Dispa…Private traits and attributes are predictable from digital records of human behavior (2013)Private traits and attributes…Learning Fair Representations (2013)Learning Fair RepresentationsThree naive Bayes approaches for discrimination-free classification (2010)Three naive Bayes approaches …Online convex programming and generalized infinitesimal gradient ascent (2003)Online convex programming and…Adaptive Game Playing Using Multiplicative Weights (1999)Adaptive Game Playing Using M…Uniform Guidelines on Employee Selection Procedures (2007)Fairness through awareness (2012)European Union Regulations on Algorithmic Decision Making and a “Right to Explanation” (2017)A Survey on Bias and Fairness in Machine Learning (2021)The Theory of Learning in Games (1998)Online Learning and Online Convex Optimization (2011)Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems (2012)Ad click prediction (2013)The Satisfaction With Life Scale (1985)The international personality item pool and the future of public-domain personality measures (2005)Computational Social Science (2009)Automatic personality assessment through social media language. (2014)Tweeting From Left to Right (2015)Facebook language predicts depression in medical records (2018)Big Data's Disparate Impact (2014)The role of artificial intelligence in achieving the Sustainable Development Goals (2020)Measuring individual differences in implicit cognition: The implicit association test. (1998)Algorithmic Decision Making and the Cost of Fairness (2017)Counterfactual Fairness (2017)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 and Abstraction in Sociotechnical Systems (2019)The Ethics of AI Ethics: An Evaluation of Guidelines (2020)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)
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References

  • 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
  • 2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
  • 2013Private traits and attributes are predictable from digital records of human behavior2,827 cited
  • 2016Equality of Opportunity in Supervised Learning2,535 cited
  • 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
  • 2015Certifying and Removing Disparate Impact1,827 cited
  • 2003Online convex programming and generalized infinitesimal gradient ascent1,733 cited
  • 2016Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings1,615 cited
  • 2013Learning Fair Representations1,126 cited
  • 2019On the Rise of FinTechs: Credit Scoring Using Digital Footprints913 cited
  • 2010Three naive Bayes approaches for discrimination-free classification756 cited
  • 1999Adaptive Game Playing Using Multiplicative Weights516 cited
  • 2019On Measuring Social Biases in Sentence Encoders461 cited
  • 2018Learning Adversarially Fair and Transferable Representations

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387 cited
  • 2017Beyond Binary Labels: Political Ideology Prediction of Twitter Users291 cited
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