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20232025
most citedA hierarchical decomposition for explaining ML performance discrepancies

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stat.AP2023

A Brief Tutorial on Sample Size Calculations for Fairness Audits

Harvineet Singh, Fan Xia, Mi-Ok Kim +3

In fairness audits, a standard objective is to detect whether a given algorithm performs substantially differently between subgroups. Properly powering the statistical analysis of…