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单词 ProofOfJensensInequality
释义

proof of Jensen’s inequality


We prove an equivalentMathworldPlanetmathPlanetmathPlanetmathPlanetmathPlanetmath, more convenient formulation: Let X be some random variableMathworldPlanetmath, and let f(x) be a convex function (defined at least on a segment containing the range of X). Then the expected value of f(X) is at least the value of f at the mean of X:

𝔼[f(X)]f(𝔼[X]).

Indeed, let c=𝔼[X]. Since f(x) is convex, there exists a supporting line for f(x) at c:

φ(x)=α(x-c)+f(c)

for some α, and φ(x)f(x). Then

𝔼[f(X)]𝔼[φ(X)]=𝔼[α(X-c)+f(c)]=f(c)

as claimed.

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更新时间:2025/5/4 11:44:18