Jensen 不等式

若f(x)为区间I上的下凸(上凸)函数,则对于任意xi∈I和满足∑λi=1的λi>0(i=1,2,...,n),成立:

\[f(\sum ^{n} _{i=1} \lambda _{i}x_{i})\leq \sum ^{n} _{i=1} \lambda _{i} f(x_{i}) \qquad (f(\sum ^{n}_{i=1}\lambda _{i}x_{i})\geq \sum ^{n}_{i=1}\lambda _{i}f(x_{i}))\]

特别地,取λi=1/n  (i=1,2,...,n),就有

\[f(\frac{1}{n}\sum ^{n}_{i=1}x_{i})\leq \frac{1}{n}\sum ^{n}_{i=1} \qquad (f(\frac{1}{n}\sum ^{n}_{n=1})\geq \frac{1}{n}\sum ^{n}_{i=1}f(x_{i}))\]

 

为了方便说明,以下函数均以下凸函数为例

证明:

在i=1,2时 Jensen不等式 显然成立:

 

\[f(\lambda _{1}x_{1}+\lambda _{2}x_{2})\leq \lambda _{1}f(x_{1})+\lambda _{2}f(x_{2})\]

\[f(\sum ^{n} _{i=1} \lambda _{i}x_{i})\leq \sum ^{n} _{i=1} \lambda _{i} f(x_{i})\]

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利用数学归纳法证明 i≥3 的情况

 

\[f(\sum ^{n+1}_{i=1}\lambda _{i}x_{i})=f(\lambda _{n+1}x_{n+1}+\sum ^{n}_{i=1}\lambda _{i}x_{i})\]

由题意\[\sum ^{n+1}_{i=1}\lambda _{i}=1\],

设\[\eta _{i}=\frac{\lambda {i}}{1-\lambda _{n+1}}\]

得:

\[f(\sum ^{n+1}_{i=1}\lambda _{i}x_{i})=f[\lambda _{n+1}x_{n+1}+(1-\lambda _{n+1})\sum ^{n}_{i=1}\eta _{i}x_{i}]\]

由i=2时 Jensen不等式 成立,可得

\[f(\sum ^{n+1}_{i=1}\lambda _{i}x_{i})\leq \lambda _{n+1}f(x_{n+1})+(1-\lambda _{n+1})f(\sum ^{n}_{i=1}\eta _{i}x_{i})\]

\[f(\sum ^{n+1}_{i=1}\lambda _{i}x_{i})\leq \lambda _{n+1}f(x_{n+1})+(1-\lambda _{n+1})\sum ^{n}_{i=1}\eta _{i}f(x_{i})=\sum ^{n+1}_{i=1}\lambda _{i}f(x_{i})\]

于是证得Jensen不等式在i≥3时也成立

\[f(\sum ^{n} _{i=1} \lambda _{i}x_{i})\leq \sum ^{n} _{i=1} \lambda _{i} f(x_{i})\]

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转载自www.cnblogs.com/InWILL/p/10486485.html