A Moral Framework for Understanding of Fair ML through Economic Models
of Equality of Opportunity

A Moral Framework for Understanding of Fair ML through Economic Models of Equality of Opportunity

10 September 2018

Hoda Heidari

Krishna P. Gummadi

Papers citing "A Moral Framework for Understanding of Fair ML through Economic Models of Equality of Opportunity"

19 / 19 papers shown

Title
It's complicated. The relationship of algorithmic fairness and non-discrimination regulations in the EU AI Act Kristof Meding FaML 79 1 0 22 Jan 2025
Alpha and Prejudice: Improving $α$ -sized Worst-case Fairness via Intrinsic Reweighting Jing Li Yinghua Yao Yuangang Pan Xuanqian Wang Ivor Tsang Xiuju Fu FaML 63 0 0 05 Nov 2024
Fairness in Algorithmic Recourse Through the Lens of Substantive Equality of Opportunity Andrew Bell Joao Fonseca Carlo Abrate Francesco Bonchi Julia Stoyanovich FaML 40 2 0 29 Jan 2024
FFPDG: Fast, Fair and Private Data Generation Weijie Xu Jinjin Zhao Francis Iannacci Bo Wang 43 11 0 30 Jun 2023
Function Composition in Trustworthy Machine Learning: Implementation Choices, Insights, and Questions Manish Nagireddy Moninder Singh Samuel C. Hoffman Evaline Ju Karthikeyan N. Ramamurthy Kush R. Varshney 37 1 0 17 Feb 2023
Counterfactuals for the Future Lucius E.J. Bynum Joshua R. Loftus Julia Stoyanovich 33 10 0 07 Dec 2022
Group Fairness in Prediction-Based Decision Making: From Moral Assessment to Implementation Joachim Baumann Christoph Heitz 31 8 0 19 Oct 2022
Investigating Bias with a Synthetic Data Generator: Empirical Evidence and Philosophical Interpretation Alessandro Castelnovo Riccardo Crupi Nicole Inverardi D. Regoli A. Cosentini SyDa 31 3 0 13 Sep 2022
Towards Substantive Conceptions of Algorithmic Fairness: Normative Guidance from Equal Opportunity Doctrines Falaah Arif Khan Eleni Manis Julia Stoyanovich FaML 30 15 0 06 Jul 2022
Achievement and Fragility of Long-term Equitability Andrea Simonetto Ivano Notarnicola 18 1 0 24 Jun 2022
Algorithmic Fairness and Structural Injustice: Insights from Feminist Political Philosophy Atoosa Kasirzadeh FaML 33 39 0 02 Jun 2022
Fairness-Aware Naive Bayes Classifier for Data with Multiple Sensitive Features Stelios Boulitsakis-Logothetis FaML 30 5 0 23 Feb 2022
Fairness constraint in Structural Econometrics and Application to fair estimation using Instrumental Variables S. Centorrino J. Florens Jean-Michel Loubes FaML 20 1 0 16 Feb 2022
Gradual (In)Compatibility of Fairness Criteria Corinna Hertweck T. Raz 35 12 0 09 Sep 2021
Disaggregated Interventions to Reduce Inequality Lucius E.J. Bynum Joshua R. Loftus Julia Stoyanovich 42 13 0 01 Jul 2021
Fairness as Equality of Opportunity: Normative Guidance from Political Philosophy Falaah Arif Khan Eleni Manis Julia Stoyanovich FaML 19 9 0 15 Jun 2021
RAWLSNET: Altering Bayesian Networks to Encode Rawlsian Fair Equality of Opportunity David Liu Zohair Shafi W. Fleisher Tina Eliassi-Rad Scott Alfeld 24 9 0 16 Mar 2021
Fairness through Social Welfare Optimization V. Chen J. N. Hooker 24 2 0 30 Jan 2021
Fairness risk measures Robert C. Williamson A. Menon FaML 36 135 0 24 Jan 2019