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The Asymptotic Distribution of Maxima of Independent and Identically Distributed Sums of Correlated or Non-Identical Gamma Random Variables and its Applications.

Authors :
Kalyani, Sheetal
Karthik, R. M.
Source :
IEEE Transactions on Communications. Sep2012, Vol. 60 Issue 9, p2747-2758. 12p.
Publication Year :
2012

Abstract

In this paper, we show that the asymptotic probability density function (pdf) of the maxima of n independent and identically distributed (i.i.d.) sums of independent non-identically (i.n.i.d.) distributed gamma random variables (RVs) is a Gumbel pdf using Extreme Value Theory (EVT). We will also show that the asymptotic pdf of the maxima of n i.i.d. sums of correlated gamma RVs is a Gumbel pdf. Some applications in wireless communication are discussed where the maxima of n i.i.d. sums of correlated gamma RVs and maxima of n i.i.d. sums of i.n.i.d. gamma RVs arise. We discuss the utility of our results in the context of these applications. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISSN :
00906778
Volume :
60
Issue :
9
Database :
Academic Search Index
Journal :
IEEE Transactions on Communications
Publication Type :
Academic Journal
Accession number :
82710095
Full Text :
https://doi.org/10.1109/TCOMM.2012.071912.110311