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Published 20 hours ago • verified publisher icon raamana

Attribute-contrained performance estimates

Open raamana opened this issue 5 years ago • 2 comments

Often, performance is estimated in aggregate on the entire test-set (in a split), regardless of their covariate- or attribute characteristics.. hence looking into performance estimates segregated by certain characteristics of covariates would reveal additional insights - such as difference in AUC in men vs women, or across different age bins, or between sites etc.

raamana avatar Feb 03 '20 19:02 raamana

This is closely related to calculations of a model bias towards men, women and other sub-groups etc

raamana avatar Jun 10 '20 15:06 raamana

check this for more: https://twitter.com/melanieganzben1/status/1270732563297026048?s=20

raamana avatar Jun 10 '20 15:06 raamana