activity
20182023
most citedTowards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools

271 citations · 373 across the 12 of their papers we have counts for

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Showing 2022Show all

2 papers · 1 filter

cs.LG2022★ 22 cited

Equalizing Credit Opportunity in Algorithms: Aligning Algorithmic Fairness Research with U.S. Fair Lending Regulation

I. Elizabeth Kumar, Keegan E. Hines, John P. Dickerson

Credit is an essential component of financial wellbeing in America, and unequal access to it is a large factor in the economic disparities between demographic groups that exist tod…

cs.LG2022★ 1 cited

Repairing Regressors for Fair Binary Classification at Any Decision Threshold

Kweku Kwegyir-Aggrey, A. Feder Cooper, Jessica Dai +3

We study the problem of post-processing a supervised machine-learned regressor to maximize fair binary classification at all decision thresholds. By decreasing the statistical dist…