用微分积分法推广了斯坦引理

Konstantinos Mamis
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引用次数: 3

摘要

我们将Stein引理推广到显式包含幂次高斯随机变量的平均值。我们对斯坦因引理的这种扩展提出了两个证明,第一个是通过数学归纳的严格证明。另一种,第二个证明是一种构造性的形式推导,其中我们将平均值表示为通过高斯矩生成函数定义的伪微分算子的作用,而不是积分。在扩展的Stein引理中,出现了概率学家的埃尔米特多项式的系数的绝对值,揭示了埃尔米特多项式和正态分布之间的另一个联系。
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Extension of Stein’s lemma derived by using an integration by differentiation technique

We extend Stein’s lemma for averages that explicitly contain the Gaussian random variable at a power. We present two proofs for this extension of Stein’s lemma, with the first being a rigorous proof by mathematical induction. The alternative, second proof is a constructive formal derivation in which we express the average not as an integral, but as the action of a pseudodifferential operator defined via the Gaussian moment-generating function. In extended Stein’s lemma, the absolute values of the coefficients of the probabilist’s Hermite polynomials appear, revealing yet another link between Hermite polynomials and normal distribution.

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