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Attribute-contrained performance estimates #54

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raamana opened this issue Feb 3, 2020 · 2 comments
Open

Attribute-contrained performance estimates #54

raamana opened this issue Feb 3, 2020 · 2 comments
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@raamana
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raamana commented Feb 3, 2020 •
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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.
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raamana commented Jun 10, 2020

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

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raamana commented Jun 10, 2020

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

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