privacy: Final review
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\label{subsec:prv-info-dscl}
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When personal data are publicly released, either as microdata or statistical data, individuals' privacy can be compromised, i.e,~an adversary becomes certain about an individual's \emph{sensitive attribute}, i.e.,~personal information, with a probability higher than a desired threshold.
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In the literature, this compromise\kat{do you want to say 'peril', 'risk' instead of compromise ?} is known as \emph{information disclosure} and is usually categorized as (\cite{li2007t, wang2010privacy, narayanan2008robust}):
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In the literature, this incident
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% compromise
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% \kat{do you want to say 'peril', 'risk' instead of compromise ?}
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% \mk{No, it's more about the result, i.e., compromising privacy, rather than the risk.}
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is known as \emph{information disclosure} and is usually categorized as (\cite{li2007t, wang2010privacy, narayanan2008robust}):
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\begin{itemize}
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\item \emph{Presence disclosure}---the participation or absence of an individual in a data set is revealed.
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