410 citations · 566 across the 27 of their papers we have counts for
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cs.LG2023
Non-Invasive Fairness in Learning through the Lens of Data Drift
Ke Yang, Alexandra Meliou
Machine Learning (ML) models are widely employed to drive many modern data systems. While they are undeniably powerful tools, ML models often demonstrate imbalanced performance and…
cs.LG2021
Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification
Maliha Tashfia Islam, Anna Fariha, Alexandra Meliou +1
Classification, a heavily-studied data-driven machine learning task, drives an increasing number of prediction systems involving critical human decisions such as loan approval and…