\subsection{Contribution} \label{subsec:lmdk-contrib} In this section, we formally define a novel privacy notion that we call \emph{{\thething} privacy}. We apply this privacy notion to time series consisting of \emph{{\thethings}} and regular events, and we design and implement three {\thething} privacy schemes. We further study {\thething} privacy under temporal correlation that is inherent in time series publishing.