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Diapositives supplémentaires
}
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\end{frame}
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\begin{frame}
\frametitle{Equité et confidentialité}
\textit{On the Compatibility of Privacy and Fairness},
Rachel Cummings and Varun Gupta and Dhamma Kimpara and Jamie Morgenstern, 2019
Si on approche l'équité on peut obtenir la confidentialité tout en conservant l'utilité
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Résultats expérimentaux AIA
}
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\end{frame}
}
\begin{frame}
\includegraphics[width=\linewidth]{images/backup/egd.png}
\end{frame}
\begin{frame}
\includegraphics[width=\linewidth]{images/backup/advs.png}
\end{frame}
\begin{frame}
\includegraphics[width=\linewidth]{images/backup/advh.png}
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\includegraphics[width=0.8\linewidth]{images/backup/utility.png}
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Résulats expérimentaux classification finie
}
\end{minipage}
\end{frame}
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\begin{frame}
\includegraphics[width=0.8\linewidth]{images/backup/ba_finit.png}
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\includegraphics[width=0.8\linewidth]{images/backup/temps_finit.png}
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Résultats synthétiques avec p-valeurs
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\end{minipage}
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\begin{frame}
\frametitle{Résultats préliminaires : impact des données synthétiques}
\begin{figure}
\begin{subfigure}{0.3\textwidth}
\includegraphics[width=\linewidth]{images/figures/synthpv/utility.pdf}
\caption{Utilité}
\end{subfigure}
\begin{subfigure}{0.3\textwidth}
\includegraphics[width=\linewidth]{images/figures/synthpv/mia.pdf}
\caption{MIA}
\end{subfigure}
\begin{subfigure}{0.3\textwidth}
\includegraphics[width=\linewidth]{images/figures/synthpv/aia.pdf}
\caption{AIA}
\end{subfigure}
\caption{Recensement USA (ADULT). Prédiction du salaire ($>\$50K$).}
\end{figure}
\end{frame}
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