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==Relationship to entropy== The [[Shannon entropy]] of the random variable <math>X </math> above is [[Shannon entropy#Definition|defined as]] <math display="block">\begin{alignat}{2} \Eta(X) &= \sum_{x} {-p_{X}{\left(x\right)} \log{p_{X}{\left(x\right)}}} \\ &= \sum_{x} {p_{X}{\left(x\right)} \operatorname{I}_X(x)} \\ &{\overset{\underset{\mathrm{def}}{}}{=}} \ \operatorname{E}{\left[\operatorname{I}_X (X)\right]}, \end{alignat} </math> by definition equal to the [[Expected value|expected]] information content of measurement of <math>X </math>.<ref>{{cite book|url=https://books.google.com/books?id=Lyte2yl1SPAC&pg=PA11|title=Fundamentals in Information Theory and Coding|author=Borda, Monica|publisher=Springer|year=2011|isbn=978-3-642-20346-6}}</ref>{{rp|11}}<ref>{{cite book|url=https://books.google.com/books?id=VpRESN24Zj0C&pg=PA19|title=Mathematics of Information and Coding|publisher=American Mathematical Society|year=2002|isbn=978-0-8218-4256-0|author1=Han, Te Sun |author2=Kobayashi, Kingo }}</ref>{{rp|19β20}} The expectation is taken over the [[discrete random variable|discrete values]] over its [[Support (mathematics)|support]]. Sometimes, the entropy itself is called the "self-information" of the random variable, possibly because the entropy satisfies <math>\Eta(X) = \operatorname{I}(X; X)</math>, where <math>\operatorname{I}(X;X)</math> is the [[mutual information]] of <math>X</math> with itself.<ref>Thomas M. Cover, Joy A. Thomas; Elements of Information Theory; p. 20; 1991.</ref> For [[Continuous Random Variables|continuous random variables]] the corresponding concept is [[differential entropy]].
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