TY - JOUR
T1 - Fair and Optimal Prediction via Post-Processing
AU - Zhao, Han
N1 - Publisher Copyright:
© 2024, Association for the Advancement of Artifcial Intelligence (www.aaai.org). All rights reserved.
PY - 2024/3/25
Y1 - 2024/3/25
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85189620473&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85189620473&partnerID=8YFLogxK
U2 - 10.1609/aaai.v38i20.30302
DO - 10.1609/aaai.v38i20.30302
M3 - Conference article
AN - SCOPUS:85189620473
SN - 2159-5399
VL - 38
SP - 22686
JO - Proceedings of the AAAI Conference on Artificial Intelligence
JF - Proceedings of the AAAI Conference on Artificial Intelligence
IS - 20
T2 - 38th AAAI Conference on Artificial Intelligence, AAAI 2024
Y2 - 20 February 2024 through 27 February 2024
ER -