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Manos Katsomallos
2021-10-10 06:05:41 +02:00
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\begin{table}
\centering
\resizebox{\textwidth}{!}{
\begin{tabular} {@{}*{8}l@{}}
\toprule
\multicolumn{8}{c}{\textbf{Microdata}} \\
\midrule
\multirow{3}{*}[-6pt]{\textbf{Article}} & \multicolumn{3}{c}{\textbf{Data}} & \multicolumn{4}{c}{\textbf{Protection}} \\
\cmidrule(l{2pt}r{2pt}){2-4} \cmidrule(l{2pt}r{2pt}){5-8}
& \multirow{2}{*}[-2pt]{\textbf{Category}} & \multicolumn{2}{c}{\textbf{Publishing}} & \multirow{2}{*}[-2pt]{\textbf{Level}} & \multirow{2}{*}[-2pt]{\textbf{Attack}} & \multirow{2}{*}[-2pt]{\textbf{Operation}} & \multirow{2}{*}[-2pt]{\textbf{Method}} \\
\cmidrule(l{2pt}r{2pt}){3-4}
& & \textbf{Mode} & \textbf{Scheme} & & & & \\
\midrule
\hyperlink{abul2008never}{\boldmath{($k$, $\delta$)-\textbf{\emph{anonymity}}}} & finite & batch & global & user & complementary & generalization, & $k$-anonymity \\
\cite{abul2008never} & (sequential)& & & & release & randomization & \\ \hdashline
\hyperlink{li2016hybrid}{Li et al.} & finite & batch & global & user & compl. release & generalization, & $l$-diversity \\
\cite{li2016hybrid} & & & & & (unknown releases) & randomization & \\ \hdashline
\hyperlink{erdogdu2015privacy}{Erdogdu and} & finite & batch/ & local & user & dependence & randomization & - \\
\hyperlink{erdogdu2015privacy}{Fawaz}~\cite{erdogdu2015privacy} & & streaming & & & (temporal) & & \\ \hdashline
\hyperlink{jiang2013publishing}{\textbf{Jiang et al.}} & finite & batch & global & event & linkage & perturbation & differential \\
\cite{jiang2013publishing} & (sequential) & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{chen2011differentially}{\textbf{Chen et al.}} & finite & batch & global & user & linkage & perturbation & differential \\
\cite{chen2011differentially} & (sequential) & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{xiao2015protecting}{\textbf{Xiao et al.}} & finite & batch & local & user & dependence & perturbation (multi- & differential \\
\cite{xiao2015protecting} & (sequential) & & & & (temporal) & variate Laplace) & privacy \\ \hdashline
\hyperlink{primault2015time}{\textbf{\emph{Promesse}}} & finite & batch & local & event & linkage & perturbation & - \\
\cite{primault2015time} & (sequential) & & & & & & \\ \hdashline
\hyperlink{gursoy2018differentially}{\textbf{\emph{DP-Star}}} & finite & batch & global & user & linkage & perturbation & differential \\
\cite{gursoy2018differentially} & (sequential) & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{ou2018optimal}{\textbf{\emph{FGS-Pufferfish}}} & finite & batch & local & event & dependence & perturbation & differential \\
\cite{ou2018optimal} & (sequential) & & & & (temporal) & (Laplace) & privacy \\
\midrule
\hyperlink{wang2006anonymizing}{\emph{($X$, $Y$)-privacy}} & infinite & batch &global & user & compl. release & generalization, & $k$-anonymity \\
\cite{wang2006anonymizing} & (sequential) & & & & (join) & specialization \\ \hdashline
\hyperlink{fung2008anonymity}{\emph{BCF-anonymity}} & infinite & batch & global & user & compl. release (tuple & generalization, & $k$-anonymity \\
\cite{fung2008anonymity} & (incremental) & & & & correspondence) & specialization & \\ \hdashline
\hyperlink{xiao2007m}{\emph{$m$-invariance}} & infinite & batch & global & user & compl. release & generalization, & $l$-diversity \\
\cite{xiao2007m} & & & & & & synthetic data & \\ \hdashline
\hyperlink{he2011preventing}{\emph{$e$-equivalence}} & infinite & batch & global & user & compl. release & generalization & $l$-diversity \\
\cite{he2011preventing} & & & & & (tuple equivalence) & synthetic data & \\ \hdashline
\hyperlink{Shmueli}{Shmueli and} & infinite & batch & global & user & compl. release & generalization, & $l$-diversity \\
\hyperlink{Shmueli}{Tassa}~\cite{shmueli2015privacy} & (sequential) & & & & (unknown releases) & permutation & \\ \hdashline
\hyperlink{zhou2009continuous}{Zhou et al.} & infinite & streaming & global & event & same with & generalization, & $k$-anonymity \\
\cite{zhou2009continuous} & & & & & $k$-anonymity~\cite{sweeney2002k} & randomization & \\ \hdashline
\hyperlink{gotz2012maskit}{\textbf{\emph{MaskIt}}} & infinite & streaming & local & event & dependence & suppression & - \\
\cite{gotz2012maskit} & & & & & (temporal) & & \\ \hdashline
\hyperlink{ma2017plp}{\textbf{\emph{PLP}}} & infinite & streaming & local & event & dependence & suppression & - \\
\cite{ma2017plp} & & & & & (spatiotemporal) & & \\ \hdashline
\hyperlink{al2018adaptive}{\textbf{Al-Dhubhani and}} & infinite & streaming & local & event & dependence & perturbation (multi- & geo-indistin- \\
\hyperlink{al2018adaptive}{\textbf{Cazalas}}~\cite{al2018adaptive} & (sequential) & & & & (temporal) & variate Laplace) & guishability \\ \hdashline
\hyperlink{ghinita2009preventing}{\textbf{Ghinita et al.}} & infinite & streaming & local/ & event & dependence & generalization, & - \\
\cite{ghinita2009preventing} & (sequential) & & global & & (spatiotemporal) & perturbation & \\ \hdashline
\hyperlink{ye2017trajectory}{\textbf{Ye et al.}} & infinite & streaming & global & event & linkage & generalization & $l$-diversity \\
\cite{ye2017trajectory} & (sequential) & & & & & & \\ \hdashline
\hyperlink{cao2017quantifying}{\textbf{Cao et al.}} & infinite & streaming & global & user/ & dependence & perturbation & differential \\
\cite{cao2017quantifying,cao2018quantifying} & & & & ($w$-)event & (temporal) & (Laplace) & privacy \\ \hdashline
\hyperlink{naim2019off}{\emph{ON-OFF privacy}} & infinite & streaming & local & event & dependence & randomization & - \\
\cite{naim2019off, ye2019preserving} & (sequential) & & & & (serial) & & \\
\cite{ye2020off, ye2021off} & & & & & & & \\
\bottomrule
\end{tabular}
}
\caption{Summary table of reviewed privacy-preserving algorithms for continuous microdata publishing.
Location-specific techniques are listed in bold.\kat{
do you still need to have in bold the location specific techniques? if yes mention why in the text..}}
\label{tab:micro}
\end{table}

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\begin{table}
\centering
\resizebox{\textwidth}{!}{
\begin{tabular} {@{}*{8}l@{}}
\toprule
\multicolumn{8}{c}{\textbf{Statistical data}} \\
\midrule
\multirow{3}{*}[-6pt]{\textbf{Article}} & \multicolumn{3}{c}{\textbf{Data}} & \multicolumn{4}{c}{\textbf{Protection}} \\
\cmidrule(l{2pt}r{2pt}){2-4} \cmidrule(l{2pt}r{2pt}){5-8}
& \multirow{2}{*}[-2pt]{\textbf{Category}} & \multicolumn{2}{c}{\textbf{Publishing}} & \multirow{2}{*}[-2pt]{\textbf{Level}} & \multirow{2}{*}[-2pt]{\textbf{Attack}} & \multirow{2}{*}[-2pt]{\textbf{Operation}} & \multirow{2}{*}[-2pt]{\textbf{Method}} \\
\cmidrule(l{2pt}r{2pt}){3-4}
& & \textbf{Mode} & \textbf{Scheme} & & & & \\
\midrule
\hyperlink{kellaris2013practical}{Kellaris et al.} & finite & batch & global & event & linkage & perturbation & differential \\
\cite{kellaris2013practical} & & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{chen2012differentially}{\textbf{Chen et al.}} & finite & batch & global & user & linkage & perturbation & differential \\
\cite{chen2012differentially} & (sequential) & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{hua2015differentially}{\textbf{Hua et al.}} & finite & batch & global & user & linkage & perturbation (ex- & differential \\
\cite{hua2015differentially} & (sequential) & & & & & ponential, Laplace) & privacy \\ \hdashline
\hyperlink{li2017achieving}{\textbf{Li et al.}} & finite & batch & global & user & linkage & perturbation & differential \\
\cite{li2017achieving} & (sequential) & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{he2015dpt}{\textbf{\emph{DPT}}} & finite & batch & global & user & dependence & perturbation & differential \\
\cite{he2015dpt} & (sequential) & & & & (spatial) & (Laplace) & privacy \\ \hdashline
\hyperlink{song2017pufferfish}{Song et al.} & finite & batch & global & event & dependence & perturbation & pufferfish \\
\cite{song2017pufferfish} & & & & & & (Laplace) & \\ \hdashline
\hyperlink{fan2013differentially}{\textbf{Fan et al.}} & finite & streaming & global & user & dependence & perturbation & differential \\
\cite{fan2013differentially} & (sequential) & & & & (spatiotemporal) & (Laplace) & privacy \\ \hdashline
\hyperlink{fan2014adaptive}{\emph{FAST}} & finite & streaming & global & user & linkage & perturbation & differential \\
\cite{fan2014adaptive} & & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{wang2017cts}{\emph{CTS-DP}} & finite & streaming & global & event & dependence & perturbation & differential \\
\cite{wang2017cts} & & & & & (serial) & (Laplace) & privacy \\
\midrule
\hyperlink{chan2011private}{Chan et al.} & finite/ & streaming & global & event & linkage & perturbation & differential \\
\cite{chan2011private} & infinite & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{cao2015differentially}{\textbf{\emph{$l$-trajectory}}} & infinite & streaming & global & $w$-event & linkage & perturbation & differential \\
\cite{cao2015differentially} & (sequential) & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{bolot2013private}{Bolot et al.} & infinite & streaming & global & $w$-event & linkage & perturbation & differential \\
\cite{bolot2013private} & & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{kellaris2014differentially}{Kellaris et al.} & infinite & streaming & global & $w$-event & linkage & perturbation & differential \\
\cite{kellaris2014differentially} & & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{wang2016rescuedp}{\textbf{\emph{RescueDP}}} & infinite & streaming & global & $w$-event & dependence & perturbation & differential \\
\cite{wang2016rescuedp} & & & & & (serial) & (Laplace) & privacy \\ \hdashline
\hyperlink{erlingsson2014rappor}{\emph{RAPPOR}} & infinite & streaming & local & user & linkage & randomization (ran- & differential \\
\cite{erlingsson2014rappor} & & & & & & domized response) & privacy \\ \hdashline
\hyperlink{quoc2017privapprox}{\emph{PrivApprox}} & infinite & streaming & global & event & linkage & randomization (ran- & differential \\
\cite{quoc2017privapprox} & & & & & & domized response) & privacy \\ \hdashline
\hyperlink{li2007hiding}{Li et al.} & infinite & streaming & global & event & dependence & randomization & - \\
\cite{li2007hiding} & & & & & (serial) & & \\ \hdashline
\hyperlink{chen2017pegasus}{\emph{PeGaSus}} & infinite & streaming & global & event & linkage & perturbation & differential \\
\cite{chen2017pegasus} & & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{errounda2018continuous}{\textbf{Errounda et al.}} & infinite & streaming & local & $w$-event & linkage & randomization (ran- & differential \\
\cite{errounda2018continuous} & (sequential) & & & & & domized response), & privacy \\
& & & & & & perturbation & \\
& & & & & & (Laplace) & \\ \hdashline
\hyperlink{wang2018privacy}{\textbf{\emph{DP-PSP}}} & infinite & streaming & global & $w$-event & linkage & perturbation (ex- & differential \\
\cite{wang2018privacy} & (sequential) & & & & & ponential, Laplace) & privacy \\ \hdashline
\hyperlink{ma2019real}{\textbf{\emph{RPTR}}} & infinite & streaming & global & $w$-event & linkage & perturbation & differential \\
\cite{ma2019real} & (sequential) & & & & & (Laplace) & privacy \\ \hdashline
\hyperlink{farokhi2020temporally}{Farokhi} & infinite & streaming & global & user & linkage & perturbation & differential \\
\cite{farokhi2020temporally} & & & & & & (Laplace) & privacy \\ \hdashline
\bottomrule
\end{tabular}
}
\caption{Summary table of reviewed privacy-preserving algorithms for continuous statistical data publishing.
Location-specific techniques are listed in bold.\kat{same remarks as before for the location}}
\label{tab:statistical}
\end{table}