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Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy

Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy

24 May 2022
Limor Gultchin
Vincent Cohen-Addad
Sophie Giffard-Roisin
Varun Kanade
Frederik Mallmann-Trenn
ArXivPDFHTML

Papers citing "Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy"

3 / 3 papers shown
Title
A Theoretical Approach to Characterize the Accuracy-Fairness Trade-off
  Pareto Frontier
A Theoretical Approach to Characterize the Accuracy-Fairness Trade-off Pareto Frontier
Hua Tang
Lu Cheng
Ninghao Liu
Jundong Li
FaML
27
1
0
19 Oct 2023
Towards Algorithmic Fairness by means of Instance-level Data
  Re-weighting based on Shapley Values
Towards Algorithmic Fairness by means of Instance-level Data Re-weighting based on Shapley Values
Adrián Arnaiz-Rodríguez
Nuria Oliver
FedML
TDI
10
2
0
03 Mar 2023
Fair prediction with disparate impact: A study of bias in recidivism
  prediction instruments
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments
Alexandra Chouldechova
FaML
207
2,090
0
24 Oct 2016
1