\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