Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency

5 June 2022

Papers citing "Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency"

9 / 9 papers shown

Title
Assessing Group Fairness with Social Welfare Optimization V. Chen J. N. Hooker Derek Leben 30 0 0 19 May 2024
Deceptive Fairness Attacks on Graphs via Meta Learning Jian Kang Yinglong Xia Ross Maciejewski Jiebo Luo Hanghang Tong 44 4 0 24 Oct 2023
On Prediction-Modelers and Decision-Makers: Why Fairness Requires More Than a Fair Prediction Model Teresa Scantamburlo Joachim Baumann Christoph Heitz FaML 35 5 0 09 Oct 2023
Consensus and Subjectivity of Skin Tone Annotation for ML Fairness Candice Schumann Gbolahan O. Olanubi Auriel Wright Ellis P. Monk Courtney Heldreth Susanna Ricco 35 21 0 16 May 2023
A Classification of Feedback Loops and Their Relation to Biases in Automated Decision-Making Systems Nicolò Pagan Joachim Baumann Ezzat Elokda Giulia De Pasquale S. Bolognani Anikó Hannák 52 23 0 10 May 2023
Group Fairness in Prediction-Based Decision Making: From Moral Assessment to Implementation Joachim Baumann Christoph Heitz 31 8 0 19 Oct 2022
Distributive Justice and Fairness Metrics in Automated Decision-making: How Much Overlap Is There? M. Kuppler Christoph Kern Ruben L. Bach Frauke Kreuter FaML 33 19 0 04 May 2021
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 358 4,237 0 23 Aug 2019
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 207 2,092 0 24 Oct 2016