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\FloatBarrier
\begin{figure}
\centering
\begin{subfigure}{0.44\textwidth}
\includegraphics[width=\textwidth]{figure/ba/COMPAS.pdf}
\caption{COMPAS}
\end{subfigure}
\begin{subfigure}{0.44\textwidth}
\includegraphics[width=\textwidth]{figure/ba/LAW.pdf}
\caption{LAW}
\end{subfigure}
\caption{Comparison of balanced accuracies betwen a random forest and our algorithm.
On COMPAS the balanced accuray are similar but on LAW we observe that random forest performs slightly better than random guess when our algorithm manages a 64\% balanced accuracy on average}
\label{fig:ba}
\end{figure}
\begin{figure}
\centering
\begin{subfigure}{0.44\textwidth}
\includegraphics[width=\textwidth]{figure/time/COMPAS.pdf}
\caption{COMPAS}
\end{subfigure}
\begin{subfigure}{0.44\textwidth}
\includegraphics[width=\textwidth]{figure/time/LAW.pdf}
\caption{LAW}
\end{subfigure}
\caption{Comparison of computing times betwen a random forest and our algorithm.
On both dataset, the computing time of our algorithm is multiple factor of magnitude smaller than a random forest.
}
\label{fig:time}
\end{figure}
\FloatBarrier
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