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cs.LG2024
DispaRisk: Auditing Fairness Through Usable Information
Jonathan Vasquez, Carlotta Domeniconi, Huzefa Rangwala
Machine Learning algorithms (ML) impact virtually every aspect of human lives and have found use across diverse sectors including healthcare, finance, and education. Often, ML algo…
cs.LG2022
Ex-Ante Assessment of Discrimination in Dataset
Jonathan Vasquez, Xavier Gitiaux, Huzefa Rangwala
Data owners face increasing liability for how the use of their data could harm under-priviliged communities. Stakeholders would like to identify the characteristics of data that le…