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Answers for “公式 I(X;Y)=D_KL(p(x,y)||p(x)p(y)) 在概念上意味着什么?”

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When XX and YY are independent, knowing one tells you nothing about the other. Mathematically, the joint distribution factors into the product of the marginals, p(x,y)=p(x)⋅p(y)p(x,y) = p(x) \cdot p(y).

Conditions: Applies to the case where XX and YY are independent.; The displayed notation uses probability mass functions p(x)p(x), p(y)p(y), and p(x,y)p(x,y).