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@@ -18,9 +18,9 @@ Suite of threshold-agnostic metrics that provide a nuanced view of this unintend
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  The following are computed where $D^{-}$ is the negative examples in the background set, $D^{+}$ is the positive examples in the background set, $D^{-}_{g}$ is the negative examples in the identity subgroup, and $D^{+}_{g}$ is the positive examples in the identity subgroup:
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- $$\text{Subgroup AUC} = \text{AUC} (D^{-}_{g} + D^{+}_{g} ) (1)\\
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- \text{BPSN AUC} = \text{AUC} (D^{+} + D^{-}_{g} ) (2) \\
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- \text{BNSP AUC} = \text{AUC} (D^{-} + D^{+}_{g} ) (3)$$
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  ## How to Use
 
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  The following are computed where $D^{-}$ is the negative examples in the background set, $D^{+}$ is the positive examples in the background set, $D^{-}_{g}$ is the negative examples in the identity subgroup, and $D^{+}_{g}$ is the positive examples in the identity subgroup:
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+ - $\text{Subgroup AUC} = \text{AUC} (D^{-}_{g} + D^{+}_{g} )$
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+ - $\text{BPSN AUC} = \text{AUC} (D^{+} + D^{-}_{g} )$
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+ - $\text{BNSP AUC} = \text{AUC} (D^{-} + D^{+}_{g} )$
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  ## How to Use