English

A Note on Functional Averages over Gaussian Ensembles

Probability 2013-07-16 v6 Information Theory math.IT Operator Algebras

Abstract

In this work we find a new formula for matrix averages over the Gaussian ensemble. Let H{\bf H} be an n×nn\times n Gaussian random matrix with complex, independent, and identically distributed entries of zero mean and unit variance. Given an n×nn\times n positive definite matrix A{\bf A}, and a continuous function f:R+Rf:\R^{+}\to\R such that 0eαtf(t)2dt<\int_{0}^{\infty}{e^{-\alpha t}|f(t)|^2\,dt}<\infty for every α>0\alpha>0, we find a new formula for the expectation \E[Tr(f(HAH))]\E[\mathrm{Tr}(f({\bf HAH^{*}}))]. Taking f(x)=log(1+x)f(x)=\log(1+x) gives another formula for the capacity of the MIMO communication channel, and taking f(x)=(1+x)1f(x)=(1+x)^{-1} gives the MMSE achieved by a linear receiver.

Keywords

Cite

@article{arxiv.0910.0575,
  title  = {A Note on Functional Averages over Gaussian Ensembles},
  author = {Gabriel H. Tucci and Maria V. Vega},
  journal= {arXiv preprint arXiv:0910.0575},
  year   = {2013}
}

Comments

Published in Journal of Probability and Statistics, Vol. 2013, Article ID 941058

R2 v1 2026-06-21T13:53:47.676Z