148 citations · 346 across the 16 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
stat.AP2018★ 148 cited
Fairness Under Unawareness: Assessing Disparity When Protected Class Is Unobserved
Jiahao Chen, Nathan Kallus, Xiaojie Mao +2
Assessing the fairness of a decision making system with respect to a protected class, such as gender or race, is challenging when class membership labels are unavailable. Probabili…
cs.LG2018★ 22 cited
Fair lending needs explainable models for responsible recommendation
Jiahao Chen
The financial services industry has unique explainability and fairness challenges arising from compliance and ethical considerations in credit decisioning. These challenges complic…
cs.PL2018★ 6 cited
Linguistic Relativity and Programming Languages
Jiahao Chen
The use of programming languages can wax and wane across the decades. We examine the split-apply- combine pattern that is common in statistical computing, and consider how its invo…