2 papers
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
GenSyn: A Multi-stage Framework for Generating Synthetic Microdata using Macro Data Sources
Angeela Acharya, Siddhartha Sikdar, Sanmay Das +1
Individual-level data (microdata) that characterizes a population, is essential for studying many real-world problems. However, acquiring such data is not straightforward due to co…