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arxiv: 0910.0575 · v6 · pith:UKPSAJGCnew · submitted 2009-10-03 · 🧮 math.PR · cs.IT· math.IT· math.OA

A Note on Functional Averages over Gaussian Ensembles

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

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