3 papers
cs.HC2024
ORES-Inspect: A technology probe for machine learning audits on enwiki
Zachary Levonian, Lauren Hagen, Lu Li +4
Auditing the machine learning (ML) models used on Wikipedia is important for ensuring that vandalism-detection processes remain fair and effective. However, conducting audits is ch…
stat.ME2024
De-Biasing the Bias: Methods for Improving Disparity Assessments with Noisy Group Measurements
Solvejg Wastvedt, Joshua Snoke, Denis Agniel +3
Health care decisions are increasingly informed by clinical decision support algorithms, but these algorithms may perpetuate or increase racial and ethnic disparities in access to…
stat.ME2023
Counterfactual fairness for small subgroups
Solvejg Wastvedt, Jared D Huling, Julian Wolfson
While methods for measuring and correcting differential performance in risk prediction models have proliferated in recent years, most existing techniques can only be used to assess…