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Commit 5857cc2c authored by Michael Mathioudakis's avatar Michael Mathioudakis
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alternative empirical formula

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......@@ -38,6 +38,7 @@
\newcommand{\ourtitle}{A Causal Approach for Selective Labels}
\input{macros}
\usepackage{chato-notes}
\title{\ourtitle}
......@@ -173,6 +174,14 @@ Alternatively, we can have an empirical measure \empiricalPerformance of perform
\label{eqn:gp}
\end{equation}
\note[MM]{
Use the following for empirical performance?
\begin{equation}
\empiricalPerformance = \frac{1}{\datasize} \sum_{(\featuresValue, \outcomeValue)\in\dataset} \score{\featuresValue} \indicator{F(\featuresValue) < r}
\label{eqn:gp}
\end{equation}
}
\subsection{Comments}
Roughly speaking, the above formulas should work well if `bail' cases (\decision = 1) cover well the area spanned by the observed features of defendants -- i.e., we do not have large areas of \features with no or too few bail cases.
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