AAAI 2024technical1 citations
Fair and Optimal Prediction via Post-Processing
Abstract
In this talk I will discuss our recent work on characterizing the inherent tradeoff between fairness and accuracy in both classification and regression problems. I will also present a post-processing algorithm that derives optimal fair predictors from Bayes score functions.
BibTeX
@article{Zhao_2024, title={Fair and Optimal Prediction via Post-Processing}, volume={38}, url={https://ojs.aaai.org/index.php/AAAI/article/view/30302}, DOI={10.1609/aaai.v38i20.30302}, abstractNote={In this talk I will discuss our recent work on characterizing the inherent tradeoff between fairness and accuracy in both classification and regression problems. I will also present a post-processing algorithm that derives optimal fair predictors from Bayes score functions.}, number={20}, journal={Proceedings of the AAAI Conference on Artificial Intelligence}, author={Zhao, Han}, year={2024}, month={Mar.}, pages={22686-22686} }