Journal article

How Accurate is Your Gaussian/Gamma Approximation?

PJ Smith, R Senanayake, PA Dmochowski

IEEE Wireless Communications Letters | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC | Published : 2018

Abstract

Gaussian and Gamma approximations appear very frequently in communications theory applications. However, in most of the applications, numerical methods are used to illustrate the accuracy of such approximations as there are no simple general purpose analytical tools available to provide a more rigorous assessment of the error. We present a simple and accurate tool to measure the accuracy of Gaussian and Gamma approximations. Specifically, we consider the first order correction terms of the approximations and derive their upper bounds. Our tool provides an accurate approximation of the error term based on the third and the fourth moments of the random variable. To demonstrate the usefulness o..

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University of Melbourne Researchers