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Mutual information

Noun

Definitions

1.NounA measure of the entropic (informational) correlation between two random variables.
"Mutual information I ( X ; Y ) {\displaystyle I(X;Y)} between two random variables X {\displaystyle X} and Y {\displaystyle Y} is what is left over when their mutual conditional entropies H ( Y | X ) {\displaystyle H(Y|X)} and H ( X | Y ) {\displaystyle H(X|Y)} are subtracted from their joint entropy H ( X , Y ) {\displaystyle H(X,Y)} . It can be given by the formula I ( X ; Y ) = − ∑ x ∑ y p X , Y ( x , y ) log b ⁡ p X , Y ( x , y ) p X | Y ( x | y ) p Y | X ( y | x ) {\displaystyle I(X;Y)=-\sum _{x}\sum _{y}p_{X,Y}(x,y)\log _{b}{p_{X,Y}(x,y) \over p_{X|Y}(x|y)p_{Y|X}(y|x)}} ."
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