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On Formalizing Fairness in Prediction with Machine Learning
16 references·16 citing·38 second hopsampled
On Formalizing Fairness in Prediction with Machine Learning (2017)On Formalizing Fairness in Prediction wit…What is Equality? Part 2: Equality of Resources (2018)What is Equality? Part 2: Equ…Counterfactual Fairness (2017)Counterfactual FairnessEquality of Opportunity in Supervised Learning (2016)Equality of Opportunity in Su…Big Data's Disparate Impact (2014)Big Data's Disparate ImpactDiscrimination in online ad delivery (2013)Discrimination in online ad d…Fairness through awareness (2012)Fairness through awarenessThree naive Bayes approaches for discrimination-free classification (2010)Three naive Bayes approaches …The Sociology of Discrimination: Racial Discrimination in Employment, Housing, Credit, and Consumer Markets (2008)The Sociology of Discriminati…Discrimination-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 (2004)Are Emily and Greg More Emplo…Can Mandated Political Representation Increase Policy Influence for Disadvantaged Minorities? Theory and Evidence from India (2003)Can Mandated Political Repres…Valuing Freedoms: Sen's Capability Approach and Poverty Reduction (2002)Valuing Freedoms: Sen's Capab…Orchestrating Impartiality: The Impact of “Blind” Auditions on Female Musicians (2000)Orchestrating Impartiality: T…Justice, Gender and the Family (1990)Justice, Gender and the FamilyOutcome bias in decision evaluation. (1988)Outcome bias in decision eval…Homo Hierarchicus: The Caste System and Its Implications. (1971)Homo Hierarchicus: The Caste …FairSNA: Algorithmic Fairness in Social Network Analysis (2024)FairSNA: Algorithmic Fairness…Survey on fairness notions and related tensions (2023)Survey on fairness notions an…On the Applicability of Machine Learning Fairness Notions (2021)On the Applicability of Machi…Machine learning fairness notions: Bridging the gap with real-world applications (2021)Machine learning fairness not…Fairness metrics and bias mitigation strategies for rating predictions (2021)Fairness metrics and bias mit…Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice models (2021)Equality of opportunity in tr…Biases in AI Systems (2021)Biases in AI SystemsA Framework for Understanding Sources of Harm throughout the Machine Learning Life Cycle (2021)A Framework for Understanding…"Ignorance and Prejudice" in Software Fairness (2021)"Ignorance and Prejudice" in …The Ethics of Algorithms: Key Problems and Solutions (2020)The Ethics of Algorithms: Key…REVISE: A Tool for Measuring and Mitigating Bias in Visual Datasets (2020)REVISE: A Tool for Measuring …How do fairness definitions fare? Testing public attitudes towards three algorithmic definitions of fairness in loan allocations (2020)How do fairness definitions f…Algorithmic Fairness in Mortgage Lending: from Absolute Conditions to Relational Trade-offs (2020)Algorithmic Fairness in Mortg…A General Approach to Fairness with Optimal Transport (2020)A General Approach to Fairnes…Mathematical Notions vs. Human Perception of Fairness: A Descriptive Approach to Fairness for Machine Learning (2019)Mathematical Notions vs. Huma…How Do Fairness Definitions Fare? Examining Public Attitudes Towards Algorithmic Definitions of Fairness (2018)How Do Fairness Definitions F…The Economics of Discrimination. (1972)Analysis of Panel Data (2003)Are Emily and Greg More Employable than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination (2003)Networks in the Modern Economy: Mexican Migrants in the U. S. Labor Market (2003)THE THEORY OF DISCRIMINATION (2015)The Economics of Privacy (2016)Incorporating Fairness into Game Theory and Economics (2011)How the machine ‘thinks’: Understanding opacity in machine learning algorithms (2016)Princeton University Press (2017)Semantics derived automatically from language corpora contain human-like biases (2017)A Survey on Bias and Fairness in Machine Learning (2021)Nature of Prejudice (1954)The Handbook of Social Psychology (1969)Birds of a Feather: Homophily in Social Networks (2001)Hiring as Cultural Matching (2012)Racism and Health I (2013)Fear and Loathing across Party Lines: New Evidence on Group Polarization (2014)Structural Equations with Latent Variables. (1991)Testing Structural Equation Models. (1995)Fairness definitions explained (2018)AI Fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias (2019)Bias in data‐driven artificial intelligence systems—An introductory survey (2020)Getting a Job: Is There a Motherhood Penalty? (2007)8 Social Hierarchy: The Self‐Reinforcing Nature of Power and Status (2008)Instructional manipulation checks: Detecting satisficing to increase statistical power (2009)Culture Of Honor: The Psychology Of Violence In The South (2019)Putting Hierarchy in Its Place (1988)Identity and agency in cultural worlds (1999)Ritual and Religion in the Making of Humanity (1999)Which Is the Fairest One of All? A Positive Analysis of Justice Theories (2003)Why Some Things Should Not Be for Sale (2010)Wellbeing, Freedom and Social Justice (2017)Return of the Citizen: A Survey of Recent Work on Citizenship Theory (1994)SEN'S CAPABILITY APPROACH AND GENDER INEQUALITY: SELECTING RELEVANT CAPABILITIES (2003)Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)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

  • 2004Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination4,498 cited
  • 2012Fairness through awareness3,501 cited
  • 2014Big Data's Disparate Impact3,046 cited
  • 2016Equality of Opportunity in Supervised Learning2,535 cited
  • 1971Homo Hierarchicus: The Caste System and Its Implications.2,310 cited
  • 2018What is Equality? Part 2: Equality of Resources2,125 cited
  • 2008The Sociology of Discrimination: Racial Discrimination in Employment, Housing, Credit, and Consumer Markets2,067 cited
  • 2000Orchestrating Impartiality: The Impact of “Blind” Auditions on Female Musicians1,758 cited
  • 1990Justice, Gender and the Family1,473 cited
  • 2017Counterfactual Fairness995 cited
  • 1988Outcome bias in decision evaluation.872 cited
  • 2002Valuing Freedoms: Sen's Capability Approach and Poverty Reduction829 cited
  • 2010Three naive Bayes approaches for discrimination-free classification756 cited
  • 2013Discrimination in online ad delivery751 cited
  • 2008Discrimination-aware data mining676 cited
  • 2003Can Mandated Political Representation Increase Policy Influence for Disadvantaged Minorities? Theory and Evidence from India

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657 cited

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  • 2021A Framework for Understanding Sources of Harm throughout the Machine Learning Life Cycle82 cited
  • 2021"Ignorance and Prejudice" in Software Fairness80 cited
  • 2020REVISE: A Tool for Measuring and Mitigating Bias in Visual Datasets72 cited
  • 2021On the Applicability of Machine Learning Fairness Notions72 cited
  • 2021Machine learning fairness notions: Bridging the gap with real-world applications60 cited
  • 2018How Do Fairness Definitions Fare? Examining Public Attitudes Towards Algorithmic Definitions of Fairness55 cited
  • 2020How do fairness definitions fare? Testing public attitudes towards three algorithmic definitions of fairness in loan allocations50 cited
  • 2021Fairness metrics and bias mitigation strategies for rating predictions47 cited
  • 2021Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice models46 cited
  • 2020A General Approach to Fairness with Optimal Transport43 cited
  • 2019Mathematical Notions vs. Human Perception of Fairness: A Descriptive Approach to Fairness for Machine Learning41 cited
  • 2023Survey on fairness notions and related tensions38 cited
  • 2021Biases in AI Systems38 cited
  • 2024FairSNA: Algorithmic Fairness in Social Network Analysis33 cited