Fair Bayes-Optimal Classifiers Under Predictive Parity

15 May 2022

Papers citing "Fair Bayes-Optimal Classifiers Under Predictive Parity"

11 / 11 papers shown

Title
FairRR: Pre-Processing for Group Fairness through Randomized Response Xianli Zeng Joshua Ward Guang Cheng 19 0 0 12 Mar 2024
How Far Can Fairness Constraints Help Recover From Biased Data? Mohit Sharma Amit Deshpande FaML 14 1 0 16 Dec 2023
Group-blind optimal transport to group parity and its constrained variants Quan-Gen Zhou Jakub Marecek 24 3 0 17 Oct 2023
SYNAuG: Exploiting Synthetic Data for Data Imbalance Problems Moon Ye-Bin Nam Hyeon-Woo Wonseok Choi Nayeong Kim Suha Kwak Tae-Hyun Oh DiffM 21 3 0 02 Aug 2023
An Operational Perspective to Fairness Interventions: Where and How to Intervene Brian Hsu Xiaotong Chen Ying Han Hongseok Namkoong Kinjal Basu 24 1 0 03 Feb 2023
Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness Interventions Hao Wang Luxi He Rui Gao Flavio du Pin Calmon 14 9 0 27 Jan 2023
Fair and Optimal Classification via Post-Processing Ruicheng Xian Lang Yin Han Zhao FaML 16 30 0 03 Nov 2022
Bias Mitigation for Machine Learning Classifiers: A Comprehensive Survey Max Hort Zhenpeng Chen Jie M. Zhang Mark Harman Federica Sarro FaML AI4CE 31 159 0 14 Jul 2022
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 233 673 0 17 Feb 2018
A statistical framework for fair predictive algorithms K. Lum J. Johndrow FaML 174 104 0 25 Oct 2016
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 207 2,082 0 24 Oct 2016