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When $X$ and $Y$ are not in any way related, no information is gained about one of the random variables when the other is known.  \end{enumerate}  For more information about mutual information the reader can refer to \cite{Pluim_2003}. And for extra information about multivariate mutual information he can refer to . \cite{srinivasa2005review}.