NOTE ON THE MOMENT GENERATING FUNCTION OF THE MULTIVARIATE NORMAL DISTRIBUTION

被引:0
|
作者
Hirose, Kenichi [1 ]
Cichon, Michael [1 ]
机构
[1] 10-17 Moto-machi, Ono City, Fukui 9120081, Japan
关键词
moment generating function; multivariate normal distribution; Isserlis' theorem; normal- lognormal product distribution;
D O I
10.18514/MMN.2024.4255
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We present a streamlined proof of a formula for the derivatives of the moment generating function of the multivariate normal distribution. We formulate it in terms of the summation of the contractions by pairings, which encodes a combinatorial computation procedure. We give two applications. First, we provide a simple proof of Isserlis' theorem and derive a formula for the moments of the multivariate normal distribution.Second, we calculate the moments of the product of a finite number of correlated normally and lognormally distributed random variables.
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页码:287 / 300
页数:14
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